From 982d937978f8eb0c5a2e3ef3fab1d9ed0e21344e Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Thu, 25 Sep 2025 11:24:04 +0200 Subject: [PATCH 01/20] first commit -- update REFERENCES.bib --- inst/REFERENCES.bib | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/inst/REFERENCES.bib b/inst/REFERENCES.bib index 8bb830f..9787ef8 100644 --- a/inst/REFERENCES.bib +++ b/inst/REFERENCES.bib @@ -952,3 +952,21 @@ @article{harrisVersion4CRU2020 doi = {10.1038/s41597-020-0453-3}, abstract = {CRU TS (Climatic Research Unit gridded Time Series) is a widely used climate dataset on a 0.5{$^\circ$} latitude by 0.5{$^\circ$} longitude grid over all land domains of the world except Antarctica. It is derived by the interpolation of monthly climate anomalies from extensive networks of weather station observations. Here we describe the construction of a major new version, CRU TS v4. It is updated to span 1901--2018 by the inclusion of additional station observations, and it will be updated annually. The interpolation process has been changed to use angular-distance weighting (ADW), and the production of secondary variables has been revised to better suit this approach. This implementation of ADW provides improved traceability between each gridded value and the input observations, and allows more informative diagnostics that dataset users can utilise to assess how dataset quality might vary geographically.} } + +@article{zhang_glc_fcs30_2021, + title = {{GLC}\_FCS30: global land-cover product with fine classification system at 30\ m using time-series {Landsat} imagery}, + volume = {13}, + issn = {1866-3508}, + shorttitle = {{GLC}\_FCS30}, + url = {https://essd.copernicus.org/articles/13/2753/2021/}, + doi = {10.5194/essd-13-2753-2021}, + abstract = {Over past decades, a lot of global land-cover products have been released; however, these still lack a global land-cover map with a fine classification system and spatial resolution simultaneously. In this study, a novel global 30 m land-cover classification with a fine classification system for the year 2015 (GLC\_FCS30-2015) was produced by combining time series of Landsat imagery and high-quality training data from the GSPECLib (Global Spatial Temporal Spectra Library) on the Google Earth Engine computing platform. First, the global training data from the GSPECLib were developed by applying a series of rigorous filters to the CCI\_LC (Climate Change Initiative Global Land Cover) land-cover and MCD43A4 NBAR products (MODIS Nadir Bidirectional Reflectance Distribution Function-Adjusted Reflectance). Secondly, a local adaptive random forest model was built for each 5∘×5∘ geographical tile by using the multi-temporal Landsat spectral and texture features and the corresponding training data, and the GLC\_FCS30-2015 land-cover product containing 30 land-cover types was generated for each tile. Lastly, the GLC\_FCS30-2015 was validated using three different validation systems (containing different land-cover details) using 44 043 validation samples. The validation results indicated that the GLC\_FCS30-2015 achieved an overall accuracy of 82.5 \% and a kappa coefficient of 0.784 for the level-0 validation system (9 basic land-cover types), an overall accuracy of 71.4 \% and kappa coefficient of 0.686 for the UN-LCCS (United Nations Land Cover Classification System) level-1 system (16 LCCS land-cover types), and an overall accuracy of 68.7 \% and kappa coefficient of 0.662 for the UN-LCCS level-2 system (24 fine land-cover types). The comparisons against other land-cover products (CCI\_LC, MCD12Q1, FROM\_GLC, and GlobeLand30) indicated that GLC\_FCS30-2015 provides more spatial details than CCI\_LC-2015 and MCD12Q1-2015 and a greater diversity of land-cover types than FROM\_GLC-2015 and GlobeLand30-2010. They also showed that GLC\_FCS30-2015 achieved the best overall accuracy of 82.5 \% against FROM\_GLC-2015 of 59.1 \% and GlobeLand30-2010 of 75.9 \%. Therefore, it is concluded that the GLC\_FCS30-2015 product is the first global land-cover dataset that provides a fine classification system (containing 16 global LCCS land-cover types as well as 14 detailed and regional land-cover types) with high classification accuracy at 30 m. The GLC\_FCS30-2015 global land-cover products produced in this paper are free access at https://doi.org/10.5281/zenodo.3986872 (Liu et al., 2020).}, + language = {English}, + number = {6}, + urldate = {2025-09-25}, + journal = {Earth System Science Data}, + author = {Zhang, Xiao and Liu, Liangyun and Chen, Xidong and Gao, Yuan and Xie, Shuai and Mi, Jun}, + month = jun, + year = {2021}, + pages = {2753--2776}, +} From 74dd79b00d663ce02e170e4881351453e8eadb69 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Thu, 25 Sep 2025 11:56:15 +0200 Subject: [PATCH 02/20] create GLC folder with relevant files and create new source --- GLC_Processing/GLCFC30.bib | 17 +++++++++++++++++ GLC_Processing/GLC_FC30_downloadlinks.txt | 1 + GLC_Processing/GLC_FCS30D UserGuides.pdf | Bin 0 -> 441301 bytes GLC_Processing/glc__newsource.R | 11 +++++++++++ data/pgsources.rda | Bin 7333 -> 7414 bytes data_raw/sources.csv | 1 + .../0313d990-b4f8-42ad-9553-6d25d23ae01a.txt | 1 + 7 files changed, 31 insertions(+) create mode 100644 GLC_Processing/GLCFC30.bib create mode 100644 GLC_Processing/GLC_FC30_downloadlinks.txt create mode 100644 GLC_Processing/GLC_FCS30D UserGuides.pdf create mode 100644 GLC_Processing/glc__newsource.R create mode 100644 inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt diff --git a/GLC_Processing/GLCFC30.bib b/GLC_Processing/GLCFC30.bib new file mode 100644 index 0000000..f1d3349 --- /dev/null +++ b/GLC_Processing/GLCFC30.bib @@ -0,0 +1,17 @@ +@article{zhang_glc_fcs30_2021, + title = {{GLC}\_FCS30: global land-cover product with fine classification system at 30\ m using time-series {Landsat} imagery}, + volume = {13}, + issn = {1866-3508}, + shorttitle = {{GLC}\_FCS30}, + url = {https://essd.copernicus.org/articles/13/2753/2021/}, + doi = {10.5194/essd-13-2753-2021}, + abstract = {Over past decades, a lot of global land-cover products have been released; however, these still lack a global land-cover map with a fine classification system and spatial resolution simultaneously. In this study, a novel global 30 m land-cover classification with a fine classification system for the year 2015 (GLC\_FCS30-2015) was produced by combining time series of Landsat imagery and high-quality training data from the GSPECLib (Global Spatial Temporal Spectra Library) on the Google Earth Engine computing platform. First, the global training data from the GSPECLib were developed by applying a series of rigorous filters to the CCI\_LC (Climate Change Initiative Global Land Cover) land-cover and MCD43A4 NBAR products (MODIS Nadir Bidirectional Reflectance Distribution Function-Adjusted Reflectance). Secondly, a local adaptive random forest model was built for each 5∘×5∘ geographical tile by using the multi-temporal Landsat spectral and texture features and the corresponding training data, and the GLC\_FCS30-2015 land-cover product containing 30 land-cover types was generated for each tile. Lastly, the GLC\_FCS30-2015 was validated using three different validation systems (containing different land-cover details) using 44 043 validation samples. The validation results indicated that the GLC\_FCS30-2015 achieved an overall accuracy of 82.5 \% and a kappa coefficient of 0.784 for the level-0 validation system (9 basic land-cover types), an overall accuracy of 71.4 \% and kappa coefficient of 0.686 for the UN-LCCS (United Nations Land Cover Classification System) level-1 system (16 LCCS land-cover types), and an overall accuracy of 68.7 \% and kappa coefficient of 0.662 for the UN-LCCS level-2 system (24 fine land-cover types). The comparisons against other land-cover products (CCI\_LC, MCD12Q1, FROM\_GLC, and GlobeLand30) indicated that GLC\_FCS30-2015 provides more spatial details than CCI\_LC-2015 and MCD12Q1-2015 and a greater diversity of land-cover types than FROM\_GLC-2015 and GlobeLand30-2010. They also showed that GLC\_FCS30-2015 achieved the best overall accuracy of 82.5 \% against FROM\_GLC-2015 of 59.1 \% and GlobeLand30-2010 of 75.9 \%. Therefore, it is concluded that the GLC\_FCS30-2015 product is the first global land-cover dataset that provides a fine classification system (containing 16 global LCCS land-cover types as well as 14 detailed and regional land-cover types) with high classification accuracy at 30 m. The GLC\_FCS30-2015 global land-cover products produced in this paper are free access at https://doi.org/10.5281/zenodo.3986872 (Liu et al., 2020).}, + language = {English}, + number = {6}, + urldate = {2025-09-25}, + journal = {Earth System Science Data}, + author = {Zhang, Xiao and Liu, Liangyun and Chen, Xidong and Gao, Yuan and Xie, Shuai and Mi, Jun}, + month = jun, + year = {2021}, + pages = {2753--2776}, +} diff --git a/GLC_Processing/GLC_FC30_downloadlinks.txt b/GLC_Processing/GLC_FC30_downloadlinks.txt new file mode 100644 index 0000000..40b02cc --- /dev/null +++ b/GLC_Processing/GLC_FC30_downloadlinks.txt @@ -0,0 +1 @@ +https://zenodo.org/records/8239305/files/GLC_FCS30D_19852022maps_E140-E145.zip?download=1 diff --git a/GLC_Processing/GLC_FCS30D UserGuides.pdf b/GLC_Processing/GLC_FCS30D UserGuides.pdf new file mode 100644 index 0000000000000000000000000000000000000000..34596483aa2c319c30886d54bf285281ce03a923 GIT binary patch literal 441301 zcmd?QbzD?myEnY)22oHzaE6dl7&;_IKuV=c5kX42JBJVvq!m%R6c7PXTBKVAK@^eh z5*T`@nRgEu=3ax|zLa_Fn7C?-gs!S@lZ_Jp8=E6r^WM!50N7Ka>yZ zU}8-{Dk%xm_Hs0b$r-yE+d5dl)Qv67U7!Ns*P5`a#`YGR-j+Oas$5W*maDUysjIfL zxw)o;gDX@>=-?I=V`m#>``ZrSFxXRbGbnhQxit8qAT_r)JD37H*dKEp%mI^gaI<%X z3c{{fnYrA63Sx(Y3i2JkiDTbxLXVDuz2P6DfaE%xgQFbMt7-1y;O1;}{ zD>^&4If4`%=Hnw+h#7e}}3nr%pyJYTeWooXeC<{)fZEWHK-g2nLL#eqy z`Hl)0JMd2dD_GgOnmfZ3Y(efXnVUM8nZvG{+grF=f*KMP#y;iZ>TGUoM?vbD9M53o zFwnN~1_u+m{R*gj`B>bG=5F^_)gYSw%$q*lnaaiKXFE);gz1O98bj~YY~ALJrHN)M zW^)!>TXMPkeQ4zC#>N|?CFv1C^wO0ouiJ)YPxd!QM+RRG>`J)rdU~xaW!-APS8h9# zkZ>x<2?cxHjgyclpV$cVF=(t-qoVd1HZpYFj4(>$h1GaR=SOS{=4EdUNDpkk{+e}T z$#2!7Lt^s2?Q&O~_sgdGvul_SXE4rQD>yN%IKr3PRqEtVOz8nxZ($y_yMhyb)jsNj zX(V$)RDe2gQPB>#X|^ogamGGgJ&ro@6Wy>JyZ;rUPnJYcM@>Q2nQ8`l7a(#Ojv@h6tKQ0wx6OX%&n*P5;3rVJEh{E%;$F;7L9`$;{fIr`5#mX!wb}j9Mb;72U1zHXic8g|jkE!jhEY zp%*LP@xmU#w?012nLVzFPfd2ViQkK5A%9DHO^(X9%qUGZn5gN4xzXGGM-4>b+`&{& znk|fCFzmyx265_ych>Ljhf7C4*nCpdmh8UKqhmT$)8S;|mdkm8y#J(Q%smkvJ-OH` z?X$M4OoY#LYT5%BkfU2JP#PQ?pT7R! zC44p-pYpb`>|-w6r%zNbZXb7pMJE<;D7mKBkRWnu1@ZW@G;qc%mfmeJ6Q)VWb&ZBL zB6URP#YWk`JZ>dM3C|SQ%n`~B-K2m1I)1;n>h*bYv#;0PCDLCg5run9KeLR*$WQnT z8|O+ee(F|_Iw>GiPjTFvy>^x;)7|U^4Y^pYxUM{F-2~TiH0@(8qVZFZh!o#(57&U` zQ3}_s0N-=|RFn+zhBcuh*Su+U{Peam$_W9hLO>%boBu}Q;J(Z+v0@ADwKD0h} zhYBF%m_&Jzn0=FSGwj14Mnd5h%V%qd7_;()2R9hKUYD9ndvN6_$aHCt4t`_meQYzm zko`z8(c$I2NDi?xF97fHxF~3%$9e`iwdO6H+xjb0jD2RhqJwuc*n^yQnckmJjQMyf z#O|KT@P}7{KO>L0YTz4%aSiA`{)~4NH3F>HCg8w$VuR+%1)_~?BfNT=CI`}+@Q;d>uoNv ztZu#)K%+rMcs!x-aU&lUfxu9<(0jHPyjc-&o5=+Q(pHSY(e8;HuESxJgnp&d2 zUun>k@009>0C|rOCS&e$)|sNMxC^(+RiWQcI%KU=v^1Pi(+kfkplTDQYZj!3#%nT- zo-n?os&I)wM~SXf#((qdy|xb9+7I*kZD-4}oYjJEGTzMOET=zd$lZ{_75nwkDZ+WP za{pKDwVfUn$)wf%yo7Rgtt!I3O|2a{IbR-gCFGp`tYG)4rC6g9NmcJMe0fZWpd(MG zvclOzUR2^|)Tc$2(hKYyqCwpT zpS5ML7xUzGsl=j9o@d59xc=;Rosyqb2dz4!_NdslBk@t@;MC*j!72Z7V}tVOg0}Mx=L3*V9fETBv4Sb z|CVYN-}$Ot@`g63)dTu9XcXerI)zXl2~C=YkB*HEI{EzP%%*jXxR1J)CuW6bj6DSj zb=3s!anNO0ej=r~b?2GlRsXd&FH*Dk-_Ggc$6DhV23hl$h<$E3#v$h*JfFt>J(wv> z5GPuTZbOz|rY8f*72@oWmgOa$m3T@-q#l{Na}(;N{F&U~;-mt*rROudJ8J3T{*80A z`qpKeA$k3@gE#ALO+LlQq+KAvKY5b)>`;We4)@Z+H#vG&e1S7rafVQ1=(xy3uWj7w zQSm3@Tom_wXtkIuazl-TgF-cTOOCiD2%1xW?#PUS8UeXm+H={V(8Y)xA2ly3mi7D^A@??Q&5k6k+U9r^?v2!MGg+)kSJM>7 zRnuoZCoPwa{UcP&f0wo;PGv^ z@%-$f{r0x%Hg06)h14gST>8b$#-TGq>c-!u8gRky1ccpWE)*@ZFHMA^7;T}j@6xCXSz1L+?GyPvdr9{-6S6OZLrPJWqr;;`H8R}f z>SnSMIxKW3ohVs<2l(X*C&kNB{`Y4FNn1R>0>lrPrKnYR`NS;@O6W1F&zM|VqL|>% zR&35!oET?U8{}!yT^2c^r2> zc*nrkoJpH|^UfRM;N#S|tOh=dsr_ePoOGKo2;NMHscE2=f=ad}soR#-QIawkomXG1 zEO^}~d`2Q5!X?5xsbyHYYNLOEMoLDBUdGzt*6f922DP;*A}%476%7*cqO7v|W7tJ$VylPv%&E`6neZ69_}*AsyWrPp_I~M#ZY|3yf~9^JeNgHB ztOtG;eb}n&XEkw9q+km&n3kJ~E4JFy28+alPgRZW%)ufJCTr|sesG7jm7TeZs=0@z zgPpOxx)zVDgRPm0HcZ|gEJCd8Ens?9_A>S^R==*X4_z{MF?F_bbails{;21yoLyYy zERCI^f&yR_`{SHnfFFF^%+=BbDtuT19xZ>cPyU18-yJG0>Z*#2lMJ3-YLq*2fOy;DFI@6v@-@90}dB#t=w$AE;@tO$7^iLYiiGh zZD<^AE&ORT2hR4Bxc>qSKt$mCZ7MRda+l=g&w-9^fwgWI9!+x#H(O)p-x#252D+4$ zs~3;b51%qKws*xEq6?J&uoI;1pkr@^ZCikzegFwa?c(5`19HIb%R#f}CiHi=>fn=~ z#QuV%e@WC&S<5M3!cu_cPT;UBbKn`^$J!2x%9m7(9brGohF#JFyFQ@$!7sJETtLso zcF>^whn*elW510Q%756t(gPX!(PTP8>d}^snzNa?Gbk_4pVNRnJ5X{~ATWDz%7C3X zb8HjO&C$`;+zyLKfAoG1X8FnVFAe=BOR(C=Rg;=gkl@n85Sz$bhJ{zOIje|wCW zINxuN;TIGZKbZIj{Qd1QhnOdJc+Vl`@qt(e_VU07q2RcnWn-lYHnYqHK>7XX-yM

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@@ -44,3 +44,4 @@ e703f38e-5f1c-47c8-b798-e749ec503e98 World Bank Subnational Doing Business Repor ea215b4a-56b6-48d2-a6ae-fd32a9c4fc77 GHSL GHS-DUC R2023 CC BY 4.0 schiavinaGHSDUCR2023AGHS2023 NA NA NA https://human-settlement.emergency.copernicus.eu/ghs_duc2023.php demographic, urbanization World Less than yearly florioEstimatingGeographicAccess2023 NA TRUE TRUE NA 2024-12-03 14:20:41 ec3eea2e-6bec-40d5-a09c-e9c6ff2f8b6b ETH ICR cShapes 2.0 CC BY-NC-SA 4.0 schvitzMappingInternationalSystem2022 NA NA https://icr.ethz.ch/data/cshapes/CShapes-2.0.geojson https://icr.ethz.ch/data/cshapes/ boundary, international system, political unit World Higher than monthly weidmannGeographyInternationalSystem2010; gleditschRevisedListIndependent1999 NA TRUE TRUE NA 2024-12-03 13:39:59 f37f3b1c-3b16-48e4-8aa3-7162b35a8096 GHSL GHS Settlement Model Grid R2023 CC BY 4.0 schiavinaGHSSMODR2023AGHS2023 NA NA urls/f37f3b1c-3b16-48e4-8aa3-7162b35a8096.txt https://human-settlement.emergency.copernicus.eu/download.php?ds=smod demographic, population, urbanization World Less than yearly melchiorriUnveiling25Years2018 NA NA TRUE NA 2024-12-05 11:06:50 +0313d990-b4f8-42ad-9553-6d25d23ae01a GLC_FCS30 v1 CC BY 4.0 zhang_glc_fcs30_2021 NA NA urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt https://zenodo.org/records/8239305 landcover World Yearly NA NA TRUE TRUE FALSE 2025-09-25 11:51:45 diff --git a/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt b/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt new file mode 100644 index 0000000..40b02cc --- /dev/null +++ b/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt @@ -0,0 +1 @@ +https://zenodo.org/records/8239305/files/GLC_FCS30D_19852022maps_E140-E145.zip?download=1 From ea886ca96031338240cc404b3a1758b4a7c03949 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Mon, 29 Sep 2025 15:40:46 +0200 Subject: [PATCH 03/20] Notes on conceptual framework for modelling GLC --- GLC_Processing/GLC_processing.Rmd | 329 ++++++++++++++++++++++++++++++ GLC_Processing/glc__newsource.R | 2 - data_raw/pgsources.R | 2 +- 3 files changed, 330 insertions(+), 3 deletions(-) create mode 100644 GLC_Processing/GLC_processing.Rmd diff --git a/GLC_Processing/GLC_processing.Rmd b/GLC_Processing/GLC_processing.Rmd new file mode 100644 index 0000000..fcce798 --- /dev/null +++ b/GLC_Processing/GLC_processing.Rmd @@ -0,0 +1,329 @@ +--- +output: + pdf_document: default + html_document: default +--- + +```{r} +library(jsonlite) + +``` + + +```{r} + +# Load library +library(terra) + +# --- Step 1: Read a raster from file --- +# Replace with your actual file path +fp <- "/Users/gbenz/Documents/priogrid/GLC_FCS30/v1/0313d990-b4f8-42ad-9553-6d25d23ae01a/GLC_FCS30D_19852022maps_E140-E145/GLC_FCS30D_20002022_E140N70_Annual.tif" +r <- rast(fp) + +# --- Step 2: Quick visualization --- +plot(r, main = "Preview of raster data") + +``` + +```{r} +``` + + +```{r} +# --- Step 3: Print metadata --- +print(r) # basic info: dimensions, resolution, CRS, number of bands +nlyr(r) # number of layers (bands) +names(r) # band names (if available in file metadata) + +# --- Step 4: Check attributes / categories --- +# If categorical (land cover classes), attributes are stored here: +cats <- levels(r) +print(cats) + +# If continuous, you can inspect summary stats +summary(r) +``` + + +```{r} +``` + + +### Check for Mosaic (option) **are we beta testing one (or two) tif files or running a larger operation on the complete (or many files) to adhere to global coverage?** + +```{r} +# install (if not already) +remotes::install_github("frbcesab/zenodor") +library(zenodor) +``` + + + +```{r} + +zen_filelist <- function(record_id) { + url <- paste0("https://zenodo.org/api/records/", record_id, "?size=1000") + meta <- jsonlite::fromJSON(url) + files <- meta$files + + return(data.frame( + filename = files$key, + url = files$links$self, # this is the actual download link + size_mb = round(files$size / 1024^2, 2), + stringsAsFactors = FALSE + )) +} + +``` + + + + +```{r} +split_by_extension <- function(df, keep_ext = c(".zip")) { + # extract file extensions + ext <- tools::file_ext(df$filename) + ext <- paste0(".", ext) # add dot to match keep_ext style + + # rows we want to keep + keep_idx <- ext %in% keep_ext + + # split into two dfs + main_df <- df[keep_idx, , drop = FALSE] + other_features_df <- df[!keep_idx, , drop = FALSE] + + return(list(main_df = main_df, + other_features_df = other_features_df)) +} + +``` + +## Execute functions + +```{r} +z_files <- zen_filelist(15063683) + +split_result <- split_by_extension(z_files, keep_ext = c(".zip")) + +z_files_main <- split_result$main_df +other_features_df <- split_result$other_features_df + +# Preview +head(z_files_main$filename) +head(other_features_df$filename) + +``` + + +```{r} +zen_download <- function(record_id, index = "all", outdir = "downloads") { + # make sure outdir exists + if (!dir.exists(outdir)) dir.create(outdir, recursive = TRUE) + + # get file list + files_df <- zen_filelist(record_id) + + # subset + if (!identical(index, "all")) { + if (any(index > nrow(files_df))) stop("Index out of range.") + files_df <- files_df[index, , drop = FALSE] + } + + # download with resume + for (i in seq_len(nrow(files_df))) { + dest <- file.path(outdir, files_df$filename[i]) + url <- files_df$url[i] + + message("Downloading: ", files_df$filename[i]) + + # if file already exists, resume from where it left off + if (file.exists(dest)) { + existing_size <- file.size(dest) + message(" → Resuming from ", round(existing_size / 1e6, 1), " MB") + + h <- curl::new_handle() + curl::handle_setopt(h, + noprogress = FALSE, + low_speed_time = 1800, # tolerate 30 min stalls + low_speed_limit = 1, + range = paste0(existing_size, "-")) + + curl::curl_download(url, destfile = dest, mode = "ab", quiet = FALSE, handle = h) + + } else { + # fresh download + h <- curl::new_handle() + curl::handle_setopt(h, + noprogress = FALSE, + low_speed_time = 1800, + low_speed_limit = 1) + + curl::curl_download(url, destfile = dest, mode = "wb", quiet = FALSE, handle = h) + } + } + + return(invisible(files_df)) +} + +``` + +```{r} +zen_download(15063683, index = 21, outdir = "downloads") +``` + +## Mapping the BETA Tiles to PG + +```{r} + # Generate PRIO-GRID raster and convert to vector + pg_grid <- prio_blank_grid() + pg_grid[] <- as.integer(round(pg_grid[])) + names(pg_grid) <- "pg_id" + pg_vect <- as.polygons(pg_grid, na.rm = TRUE) + names(pg_vect) <- "pg_id" +``` + +#### Map the PG Vector + +```{r} +plot(pg_vect["pg_id"], main = "PRIO-GRID Polygons", reset = FALSE) + +``` + +```{r} +library(terra) +library(sf) + +# --- Step 1: Pick a year (say the first band = 2000) --- +r2000 <- r[[1]] # or use the band index for the year you want +names(r2000) <- "landcover_2000" + +# --- Step 2: Get PRIO-GRID polygons --- +pg_grid <- prio_blank_grid() +pg_grid[] <- as.integer(round(pg_grid[])) +names(pg_grid) <- "pg_id" +pg_vect <- as.polygons(pg_grid, na.rm = TRUE) +pg_sf <- st_as_sf(pg_vect) + +# --- Step 3: Plot raster + overlay grid --- +plot(r2000, main = "Landcover 2000 with PRIO-GRID overlay") +plot(pg_vect, add = TRUE, border = "red", lwd = 0.2) # thin red grid lines + +``` + + + +### Structure of the GLC_FCS30D Raw Data + +The **GLC_FCS30D dataset** is distributed as **36 large tiles**, each provided as a compressed ZIP archive ranging in size from **1–8 GB**. + +- **Large tile coverage**: each ZIP archive spans a **5° × 5° longitude–latitude block** (e.g., `E140–E145`). +- **Sub-tiles inside each ZIP**: within each archive are **34 smaller GeoTIFF tiles**, each representing a **5° × 5° subregion** partitioned across latitude and longitude (e.g., `E140N0` through `E145S40`). Together, these sub-tiles fill the full spatial extent of the larger ZIP’s geographic coverage. +- **Temporal structure**: each sub-tile is a **multi-band GeoTIFF**, where each band corresponds to one year of land cover data spanning **2000–2022**. This results in **23 annual layers** per sub-tile. + +In summary, the dataset provides consistent global land cover coverage at 30 m resolution, organized hierarchically by **large geographic blocks → sub-tiles → annual layers**. + +### Challenges from Raw Data Structure + +The challenge lies in translating the **GLC_FCS30D raw data structure** into an efficient, programmatic process that can scale globally. + +While similar coding has been successfully implemented for the **HILDE+ dataset**—a land cover dataset at a coarser **1 km resolution**—the preliminary functions used for HILDE+ (those preceding the computation of proportionality of land cover classifications within individual PRIO-GRID cells) do not translate directly to GLC. + +The reason is structural: +- **HILDE+**: Each year is already separated into its own GeoTIFF, and each file represents a single global tile. This makes direct yearly processing straightforward. +- **GLC_FCS30D**: Data are nested in a more complex hierarchy. A primary ZIP file contains ~35 sub-tiles, and each sub-tile is a multi-band GeoTIFF with 23 annual layers. This requires two levels of unpacking and relational mapping before analysis can begin. + +This represents a **two-order deficit in translation** between the two methods—making it infeasible to immediately apply prefabricated HILDE+ functions to GLC without significant restructuring. + +#### ***Referencing HILDE+ Functions*** + +The HILDE+ workflow provides a useful conceptual template but cannot be applied wholesale. Adapting it requires acknowledging both the finer resolution of GLC (30 m vs. 1 km) and its more intricate raw data structure. + +### Fidelity of PRIO-GRID Overlay + +The **PRIO-GRID (PG)** framework provides a standardized spatial unit with a resolution of approximately **55 km × 55 km** at the equator. + +When overlaid onto a **GLC_FCS30D sub-tile** (5° × 5° extent, roughly 550 km per side), the correspondence is close to a **10 × 10 matrix of PRIO-GRID cells** per sub-tile. + +This relationship highlights that each sub-tile contains about **100 PRIO-GRID cells**, allowing for systematic aggregation of the 30 m land cover information into coarser, globally consistent grid cells. + +### Comparability of Tiling: Referenced from HILDE+ + +#### Summary: + +The **HILDE+ workflow** applies batch processing through the function `generate_tiles_checked` to reduce memory usage and computation time when generating a global SpatRaster output. This tiling strategy allows global coverage to be processed in manageable chunks rather than as a single, monolithic raster. + +In the **GLC_FCS30D dataset**, a comparable tiling logic is **natively embedded** in the raw data structure. Each large ZIP file is already partitioned into multiple sub-tiles, which naturally constrain spatial extent and size. Although the number of tiles in GLC exceeds those constructed for HILDE+, the underlying principle is the same: divide global coverage into smaller spatial units to ensure tractable processing. + +This built-in tiling obviates the need to construct a global mosaic for each year—an operation that would be prohibitively **memory-intensive and computationally expensive** within the R environment. Instead, processing can proceed directly at the sub-tile level, leveraging the dataset’s inherent spatial partitioning to maintain efficiency. + + +#### What is consistent between the current logic and the GLC case? + +**Spatial tiling as a strategy** +In the current function (`generate_tiles_checked` + `process_landcover_in_tiles_proportional`), the workflow avoids handling a global raster at once by splitting into tiles and looping tile-by-tile. + +In the **GLC data**, this strategy is effectively pre-packaged: the dataset is already delivered as large ZIP files (primary tiles), which themselves are subdivided into smaller sub-tiles (GeoTIFFs). Conceptually, this aligns with the existing approach: process manageable units sequentially and then aggregate. + +**Aggregation up to PRIO-GRID** +The current process extracts raster values within each PRIO-GRID polygon, calculates areas, and returns proportional landcover shares. This logic still works with GLC: whether the raster tile comes from HILDE+ (1 km global tiles) or GLC (30 m subtile TIFFs), the proportional aggregation logic per `pg_id` remains the same. + +**Hierarchical processing and consolidation** +The pipeline already produces per-tile results → combines to an annual result → checks coverage. GLC requires the same nesting, but at two levels: +- Sub-tile (TIF, 23 bands) +- Parent ZIP extent (collection of sub-tiles) +- Global consolidation (36 ZIPs) + +This is essentially the same scaffolding, with an added level of looping. + +--- + +#### What is different (and requires careful design)? + +**Temporal dimension** +- *HILDE+*: One TIFF per year (straightforward). +- *GLC*: One multi-band TIFF with 23 years inside. + - This requires an inner loop over raster layers (bands) for each year, or a strategy to split them once and reuse. + +**Two-order tiling** +- Current code assumes one tiling system created programmatically (HILDE+ global raster → artificial tiles). +- GLC uses native, nested tiling: ZIP → sub-tiles. The hierarchy must be respected; `generate_tiles_checked()` cannot simply be reused. + +**Data volume** +- A single sub-tile is ~34 TIFFs × 23 bands → heavy but tractable. +- All 36 ZIPs = >1,000 multi-band files → far heavier than HILDE+. +- Efficient reading (band-wise streaming, disk-based iteration) will matter much more. + +--- + +#### Is the logic sound for scaling up? + +Yes, the skeleton logic is sound: +- Sub-tile → PG extraction → proportional area → aggregate upward. +- This matches both the HILDE+ approach and the way GLC is delivered. + +But scaling will stress-test three factors: +1. **Disk and memory management**: Avoid loading all 34 sub-tiles × 23 layers at once. Process one sub-tile × one year at a time. +2. **Book-keeping of hierarchy**: Results must carry metadata for sub-tile ID, parent ZIP extent, and year. Without this, later aggregation will get messy. +3. **Performance**: With >1,000 files, batching and possibly parallelization will be needed for realistic execution beyond a single “beta test” folder. + +--- + +#### Recommendation + +The logic of the process applied to GLC is correct and consistent, but it requires **structural adaptation**: + +- Treat each sub-tile GeoTIFF as the basic processing unit (not arbitrary tiles you generate). +- Add a loop over years (bands) inside the subtile processing function. +- Aggregate results from sub-tiles → ZIP extent → global. +- Design the data frame so each row has: + +pg_id | landcover_type | year | zip_extent_id | subtile_id | p_area | area_km2 + + +- With this structure, final consolidation is straightforward: `bind_rows()` across all sub-tile outputs. + + + + + + diff --git a/GLC_Processing/glc__newsource.R b/GLC_Processing/glc__newsource.R index 0bbdf71..d7f6ae6 100644 --- a/GLC_Processing/glc__newsource.R +++ b/GLC_Processing/glc__newsource.R @@ -7,5 +7,3 @@ new_source <- Source$new( source_name = "GLC_FCS30", citation_keys = "zhang_glc_fcs30_2021", # Semi-colon separated if multiple download_url = "/Users/gbenz/Documents/priogrid/pg_git/GLC_Processing/GLC_FC30_downloadlinks.txt", tags = "landcover") - - diff --git a/data_raw/pgsources.R b/data_raw/pgsources.R index f271622..8e8a398 100644 --- a/data_raw/pgsources.R +++ b/data_raw/pgsources.R @@ -4,4 +4,4 @@ if(length(pgsources$id) != length(unique(pgsources$id))){ stop("Non-unique IDs. Double check sources.csv") } -usethis::use_data(pgsources, overwrite = TRUE) +usethis::use_data(pgsources, overwrite = FALSE) From 32f1627bd8e06693b2447cbb8b7e1b16c1e51eb9 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Tue, 30 Sep 2025 14:57:28 +0200 Subject: [PATCH 04/20] Map out process for beta testing --- GLC_Processing/Beta_Testing.Rmd | 156 ++++++++++++++++++++++++++++++++ 1 file changed, 156 insertions(+) create mode 100644 GLC_Processing/Beta_Testing.Rmd diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd new file mode 100644 index 0000000..9480f80 --- /dev/null +++ b/GLC_Processing/Beta_Testing.Rmd @@ -0,0 +1,156 @@ +# Beta Testing + +To validate and refine the processing workflow for the **GLC_FCS30D dataset**, we begin with a **single beta-test folder**. Each folder represents one large extent (e.g., `GLCFC30D_19852022maps_E140-E145`) and contains approximately **34 sub-tiles**. Each sub-tile is a multi-band GeoTIFF with **23 annual layers** spanning **2000–2022**. + +The goal of this beta test is to design and validate the pipeline steps on a constrained subset of the data before scaling to all 36 global extents. + +--- + +## General Considerations: + +#### Structure of the GLC_FCS30D Raw Data + +The **GLC_FCS30D dataset** is distributed as **36 large tiles**, each provided as a compressed ZIP archive ranging in size from **1–8 GB**. + +- **Large tile coverage**: each ZIP archive spans a **5° × 5° longitude–latitude block** (e.g., `E140–E145`). +- **Sub-tiles inside each ZIP**: within each archive are **34 smaller GeoTIFF tiles**, each representing a **5° × 5° subregion** partitioned across latitude and longitude (e.g., `E140N0` through `E145S40`). Together, these sub-tiles fill the full spatial extent of the larger ZIP’s geographic coverage. +- **Temporal structure**: each sub-tile is a **multi-band GeoTIFF**, where each band corresponds to one year of land cover data spanning **2000–2022**. This results in **23 annual layers** per sub-tile. + +In summary, the dataset provides consistent global land cover coverage at 30 m resolution, organized hierarchically by **large geographic blocks → sub-tiles → annual layers**. + +--- + +#### Challenges from Raw Data Structure + +The challenge lies in translating the **GLC_FCS30D raw data structure** into an efficient, programmatic process that can scale globally. + +While similar coding has been successfully implemented for the **HILDE+ dataset**—a land cover dataset at a coarser **1 km resolution**—the preliminary functions used for HILDE+ (those preceding the computation of proportionality of land cover classifications within individual PRIO-GRID cells) do not translate directly to GLC. + +The reason is structural: +- **HILDE+**: Each year is already separated into its own GeoTIFF, and each file represents a single global tile. This makes direct yearly processing straightforward. +- **GLC_FCS30D**: Data are nested in a more complex hierarchy. A primary ZIP file contains ~35 sub-tiles, and each sub-tile is a multi-band GeoTIFF with 23 annual layers. This requires two levels of unpacking and relational mapping before analysis can begin. + +This represents a **two-order deficit in translation** between the two methods—making it infeasible to immediately apply prefabricated HILDE+ functions to GLC without significant restructuring. + +--- + +#### PRIO-GRID overlay assumptions +- Each sub-tile is expected to map approximately to a **10 × 10 grid of PRIO-GRID (PG) cells**, still with 23 year layers. +- This defines the spatial resolution bridge between the 30 m landcover data and the ~55 km PG grid. + +--- + +#### Filtering year range +- The user specifies a date range via **`pgoptions`**. +- For the beta test, we simplify to **2015–2020**. + +**Action step**: +- Implement a function (possibly adapted from HILDE or CRU code) to **rename raster layers by year** (2000–2022). +- Then, filter from the `annual` field in `pgoptions` to retain only the desired subset of years. +- Result: a 6-year stack (2015–2020) per sub-tile. + +--- + +#### Reclassify landcover categories +- Each sub-tile contains multiple landcover classes. +- To simplify, we will use a **classification dictionary** to merge many classes into fewer categories. + +**Action step**: +- Develop a default **landcover dictionary** (e.g., forest, cropland, urban, water). +- Keep the dictionary as a **parameter** so alternative mappings can be tested flexibly. + +--- + +#### Proportional extraction by PRIO-GRID cell +For each selected year in the sub-tile, apply a function to calculate: + +1. **PRIO-GRID ID**: assign `pg_id` for each cell intersecting the sub-tile. +2. **Proportion of PG cell covered**: + - Each PG cell may overlap partially with the sub-tile extent. + - Compute the percentage coverage per PG cell, expressed as a **confidence field**. + - Anticipated coverage: typically >95%, but lower values possible along boundaries. +3. **Proportional landcover share**: the fraction of each PG cell occupied by each landcover type. +4. **Parent file reference**: derive from the sub-tile filename (e.g., `GLC_FC30D_20002022_E140N0_Annual.tif` → `parent_file = "E140N0"`). +5. **Grandparent folder reference**: derive from the enclosing ZIP/folder name (e.g., `GLCFC30D_19852022maps_E140-E145` → `grandparent_folder = "E140-E145"`). + +--- + +#### Dataframe output +The resulting dataframe represents **one year of one landcover type from one sub-tile**. It includes: + +- `pg_id` — PRIO-GRID cell ID +- `year` — year of data (filtered to 2015–2020 in this test) +- `landcover_type` — class after dictionary reclassification +- `p_lc_area` — proportional area share of the PG cell covered by the landcover type +- `confidence` — coverage proportion of PG cell relative to the sub-tile +- `parent_file` — sub-tile code (e.g., `E140N0`) +- `grandparent_folder` — parent folder extent (e.g., `E140-E145`) + +--- + +## Operational Tasks + + +### Hierarchy of Loops + +The workflow for processing **GLC_FCS30D** landcover data is structured in **four stages** and **three looping levels**: + +- **Stage One: Data download** + Functions used: `zen_filelist`, `split_by_extension`, and `zen_download`. + > *Note: this may present unique chokepoints for the standard **ingestion and documentation** process but reflects agreed-upon tasking from @andreas in a meeting Friday (26 Sept). This documentation presents transparency to @Jonas in approving the *non-standardised* procedure, implemented to conserve download time and maintain efficiency in beta testing these GLC landcover variables for PSI.* + +- **First Level:** + Following the download to disk, a zipped folder contains 1 of 36 subglobal extents. The first level of looping operations concentrates on the sub-tile extent of an individual file contained within the zipped folder — what we define as the *primary extent*. + +- **Second Level:** + Operations that consolidate a data feature to the *primary extent*, this level of analysis. + +- **Third Level (Global extent):** + Operations for levels 1 and 2 are repeated across all folders (primary extents) that are available or retrieved from the Stage One download operation, reaching the global extent of PRIO-GRID. + +--- + +### Tasks Performed Within Looping Heirarchy + +**First Level Tasks** + +#### Step 1. Process all years of interest +- Input: one sub-tile with 23 layers (2000–2022). +- Filter to `pgoptions` annual range (e.g., 2015–2020). +- Rename bands to match years. +- Output: stack of selected annual layers. + +#### Step 2. Reclassify landcover +- Apply dictionary mapping 30+ native classes → reduced set (e.g., 6 categories). +- Keep dictionary flexible (parameter). +- Output: reclassified raster stack. + +#### Step 3. Overlay PRIO-GRID +- Intersect sub-tile extent with PG polygons (~10×10 cells). +- For each PG cell and each year: + - calculate proportional coverage (→ `confidence`) + - calculate proportional area per landcover type (→ `p_lc_area`). + +#### Step 4. Add metadata +- Attach `pg_id`, `year`, `landcover_type`, `parent_file`, `grandparent_folder`. +- Output: tidy dataframe (long format). + +#### Step 5. Write incrementally +- Append dataframe to disk in **Parquet** or **Feather** format. +- Use `arrow::write_dataset()` or `arrow::write_parquet()` for efficient appending. +- After writing, clear memory. + +#### Step 6. Repeat across sub-tiles +- Move to next sub-tile. +- Run Steps 1–5. +- Append results into the same dataset file. + +#### Step 7. Complete folder extent +- After 34 sub-tiles are processed, the result is a **single dataset covering the folder extent** (e.g., `E140–E145`). +- Dataset is tidy long format: all years × all landcover classes × all PG cells for that extent. + +#### Step 8. Scale to global +- Repeat Steps 1–7 for all 36 global ZIP folders. +- Final output: unified dataset (Parquet/Feather) covering all extents. +- Supports efficient queries by `pg_id`, `year`, or `landcover_type`. + From d9733ba0679bdbd76b41fc5fa93c7531c46cd51d Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Thu, 2 Oct 2025 11:36:16 +0200 Subject: [PATCH 05/20] ref robust_transformations --- GLC_Processing/Beta_Testing.Rmd | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 9480f80..29f1de7 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -38,6 +38,10 @@ This represents a **two-order deficit in translation** between the two methods - Each sub-tile is expected to map approximately to a **10 × 10 grid of PRIO-GRID (PG) cells**, still with 23 year layers. - This defines the spatial resolution bridge between the 30 m landcover data and the ~55 km PG grid. +- `robust_transformation` utility: Resamples to PRIO-GRID resolution → ensures the output aligns to whole-degree increments (1°, 0.5°, 0.25°, 0.2°, etc.), which makes aggregation mathematically consistent across all tiles. + + - *res <- robust_transformation(res, agg_fun = "mean")* + --- #### Filtering year range From 2e5b05ab150103cf9be78d473f8f1b6161e29d8f Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Thu, 9 Oct 2025 13:14:13 +0200 Subject: [PATCH 06/20] URL list contains all Zenodo download zip files --- .../0313d990-b4f8-42ad-9553-6d25d23ae01a.txt | 39 ++++++++++++++++++- 1 file changed, 38 insertions(+), 1 deletion(-) diff --git a/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt b/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt index 40b02cc..8e5eb6d 100644 --- a/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt +++ b/inst/extdata/urls/0313d990-b4f8-42ad-9553-6d25d23ae01a.txt @@ -1 +1,38 @@ 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--git a/GLC_Processing/glc__newsource.R b/GLC_Processing/glc__newsource.R index d7f6ae6..332229d 100644 --- a/GLC_Processing/glc__newsource.R +++ b/GLC_Processing/glc__newsource.R @@ -1,9 +1,11 @@ new_source <- Source$new( source_name = "GLC_FCS30", - source_version = "v1", + source_version = "v2", license = "CC BY 4.0", - website_url = "https://zenodo.org/records/8239305", + website_url = "https://zenodo.org/records/15063683", spatial_extent = "World", temporal_resolution = "Yearly", citation_keys = "zhang_glc_fcs30_2021", # Semi-colon separated if multiple - download_url = "/Users/gbenz/Documents/priogrid/pg_git/GLC_Processing/GLC_FC30_downloadlinks.txt", + download_url = "/Users/gbenz/Documents/priogrid/pg_git/GLC_Processing/GLC_FC30_v2_downloadlinks.txt", tags = "landcover") + +add_source(new_source) From f07affa07aa8890d21ae68e531eec5726a52dee7 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sat, 11 Oct 2025 12:28:45 +0200 Subject: [PATCH 08/20] wip --- GLC_Processing/Beta_Testing.Rmd | 201 ++++++++++++++++++ GLC_Processing/glc__newsource.R | 3 +- .../isprs-annals-X-2-2024-137-2024.bib | 12 ++ data/pgsources.rda | Bin 7414 -> 7498 bytes data_raw/sources.csv | 1 + inst/REFERENCES.bib | 13 ++ .../7f03a296-4329-4458-8b62-83c3d27530af.txt | 36 ++++ 7 files changed, 264 insertions(+), 2 deletions(-) create mode 100644 GLC_Processing/isprs-annals-X-2-2024-137-2024.bib create mode 100644 inst/extdata/urls/7f03a296-4329-4458-8b62-83c3d27530af.txt diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 29f1de7..fe88c9f 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -116,6 +116,9 @@ The workflow for processing **GLC_FCS30D** landcover data is structured in **fou ### Tasks Performed Within Looping Heirarchy +**Ingestion Level Preprocessing Tasks** +#### A: Construct `read` function + **First Level Tasks** #### Step 1. Process all years of interest @@ -158,3 +161,201 @@ The workflow for processing **GLC_FCS30D** landcover data is structured in **fou - Final output: unified dataset (Parquet/Feather) covering all extents. - Supports efficient queries by `pg_id`, `year`, or `landcover_type`. +```{r} + +#' Reads the GLC v2 dataset +#' +#' +#' +#' @return an object of class sf +#' @export +#' +#' @references +#' \insertRef{winklerHILDAGlobalLand2020}{priogrid} +read_glc_v2 <- function(beta_test = FALSE) { + # Base dataset directory + f <- file.path( + "/Volumes/T7/PRIOGRID", + "GLC_FCS30", + "v2", + "7f03a296-4329-4458-8b62-83c3d27530af" + ) + + # ---- Identify zip files ---- + zips <- list.files(f, pattern = "\\.zip$", full.names = TRUE) + + # Optional beta test: only process first 2 zips + if (beta_test) { + message("Running in beta test mode: limiting to first two zip files.") + zips <- head(zips, 2) + } + + # ---- Unzip only if not already unzipped ---- + unzipped_dirs <- vapply(zips, function(z) { + target_dir <- sub("\\.zip$", "", z) + if (!dir.exists(target_dir)) { + message("Unzipping ", basename(z)) + unzip(z, exdir = target_dir) + } else { + message("Skipping (already unzipped): ", basename(z)) + } + return(target_dir) + }, FUN.VALUE = character(1)) + + # ---- Gather all annual (not 5-year) TIFFs ---- + tif_files <- list.files( + unzipped_dirs, + pattern = "\\.tif$", + full.names = TRUE, + recursive = TRUE + ) + tif_files <- tif_files[!grepl("5years", basename(tif_files), ignore.case = TRUE)] + + return(tif_files) + + # ---- Stack lazily ---- + # r <- terra::rast(tif_files) +} + + +``` + + +```{r} +tif_files = read_glc_v2(beta_test = TRUE) +``` + +Next incorporate: +```{r} +library(terra) + +``` + +```{r} +tif_files +``` +```{r} + +``` + + +```{r} +# Create a list to hold renamed rasters +ras_list <- vector("list", length(tif_files)) + +for (i in seq_along(tif_files)) { + # Load one tif lazily + r_i <- rast(tif_files[i]) + fname <- basename(tif_files[i]) + + # Parse start and end years from filename + start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) + end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) + end_year <- as.numeric(substr(end_year, 5, 8)) + + # Build the sequence of years + years <- seq(start_year, end_year) + + # Rename layers safely + names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] + + # Store renamed raster in list + ras_list[[i]] <- r_i +} + +# Inspect one example +names(ras_list[[30]])[1:10] + +``` + +```{r} +years_to_keep <- lubridate::year(pg_dates()) |> unique() + +# Filter each raster in ras_list +ras_list_filtered <- lapply(ras_list, function(r) { + layer_years <- as.numeric(names(r)) # extract layer years + keep_layers <- layer_years %in% years_to_keep + + if (any(keep_layers)) { + r <- r[[keep_layers]] # subset to matching years + } else { + warning("No matching years found for raster: ", sources(r)) + r <- NULL + } + + return(r) +}) +``` + +```{r} +ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) + +month_to_use <- pg_dates() |> lubridate::month() |> max() +day_to_use <- pg_dates() |> lubridate::day() |> max() + +for (i in seq_along(ras_list_filtered)) { + yrs <- as.numeric(names(ras_list_filtered[[i]])) + names(ras_list_filtered[[i]]) <- as.Date( + paste(yrs, month_to_use, day_to_use, sep = "-") + ) +} + + +``` + +```{r} +# Check the first raster +names(ras_list_filtered[[1]])[1:10] + +``` + + +```{r} +library(terra) + +# Path to your example tif +f <- "/Volumes/T7/PRIOGRID/GLC_FCS30/v2/7f03a296-4329-4458-8b62-83c3d27530af/GLC_FCS30D_19852022maps_E0-E5/GLC_FCS30D_20002022_E0N50_Annual_V1.1.tif" + +# Load the file lazily +r <- rast(f) + +# Check metadata +r + +# Extract start/end years from filename +fname <- basename(f) +start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) +end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) +end_year <- as.numeric(substr(end_year, 5, 8)) # just last 4 digits + +# Build sequence of years +years <- seq(start_year, end_year) + +# Assign layer names as actual years +names(r) <- years + +# Check first few +names(r)[1:23] + +``` + +```{r} +f <- "/Volumes/T7/PRIOGRID/GLC_FCS30/v2/7f03a296-4329-4458-8b62-83c3d27530af/GLC_FCS30D_19852022maps_E0-E5/GLC_FCS30D_20002022_E0N50_Annual_V1.1.tif" +r <- rast(f) + +# Extract start/end years from filename +fname <- basename(f) +start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) +end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) +end_year <- as.numeric(substr(end_year, 5, 8)) # just last 4 digits + +# Build sequence of years +years <- seq(start_year, end_year) + +# Assign layer names as actual years +names(r) <- years + +# Check first few +names(r)[1:10] +``` + diff --git a/GLC_Processing/glc__newsource.R b/GLC_Processing/glc__newsource.R index 332229d..8b0cb0b 100644 --- a/GLC_Processing/glc__newsource.R +++ b/GLC_Processing/glc__newsource.R @@ -4,8 +4,7 @@ new_source <- Source$new( source_name = "GLC_FCS30", website_url = "https://zenodo.org/records/15063683", spatial_extent = "World", temporal_resolution = "Yearly", - citation_keys = "zhang_glc_fcs30_2021", # Semi-colon separated if multiple + citation_keys = "Liu_glc_fcs30_v2_2022", # Semi-colon separated if multiple download_url = "/Users/gbenz/Documents/priogrid/pg_git/GLC_Processing/GLC_FC30_v2_downloadlinks.txt", tags = "landcover") -add_source(new_source) diff --git a/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib b/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib new file mode 100644 index 0000000..096f4f4 --- /dev/null +++ b/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib @@ -0,0 +1,12 @@ +@article{Liu_glc_fcs30_v2_2022, + title = {Algorithm, Progresses, Datasets and Validation of GLC_FCS30D: the first global 30 m land-cover dynamic product with fine classification system from 1985 to 2022}, + volume = {2}, + shorttitle = {{GLC}\_FCS30\_v2}, + url = {https://isprs-annals.copernicus.org/articles/X-2-2024/137/2024/}, + doi = 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+ url = {https://isprs-annals.copernicus.org/articles/X-2-2024/137/2024/}, + doi = {10.5194/isprs-annals-X-2-2024-137-2024}, + language = {English}, + journal = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences}, + author = {Liu, L. and Zhang, X.} + year = {2024}, + pages = {137-143}, +} diff --git a/inst/extdata/urls/7f03a296-4329-4458-8b62-83c3d27530af.txt b/inst/extdata/urls/7f03a296-4329-4458-8b62-83c3d27530af.txt new file mode 100644 index 0000000..07003d3 --- /dev/null +++ b/inst/extdata/urls/7f03a296-4329-4458-8b62-83c3d27530af.txt @@ -0,0 +1,36 @@ +https://zenodo.org/records/15063683/files/GLC_FCS30D_19852022maps_E0-E5.zip?download=1 +https://zenodo.org/records/15063683/files/GLC_FCS30D_19852022maps_E10-E15.zip?download=1 +https://zenodo.org/records/15063683/files/GLC_FCS30D_19852022maps_E100-E105.zip?download=1 +https://zenodo.org/records/15063683/files/GLC_FCS30D_19852022maps_E110-E115.zip?download=1 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+https://zenodo.org/records/15063683/files/GLC_FCS30D_19852022maps_W95-W100.zip?download=1 From 8eddac909215791538e24eca88e61546750213ec Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sat, 11 Oct 2025 18:01:54 +0200 Subject: [PATCH 09/20] wip --- GLC_Processing/Beta_Testing.Rmd | 119 ++++++++++++++++++++++++++++---- 1 file changed, 106 insertions(+), 13 deletions(-) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index fe88c9f..7608d8a 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -235,10 +235,97 @@ library(terra) tif_files ``` ```{r} +prepare_glc_layers <- function(tif_files) { + library(terra) + library(lubridate) + # ---- Step 1: Load and rename rasters by year range ---- + ras_list <- vector("list", length(tif_files)) + + for (i in seq_along(tif_files)) { + r_i <- rast(tif_files[i]) + fname <- basename(tif_files[i]) + + # Parse start and end years from filename + start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) + end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) + end_year <- as.numeric(substr(end_year, 5, 8)) + + # Build the sequence of years + years <- seq(start_year, end_year) + + # Rename layers safely + names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] + + ras_list[[i]] <- r_i + } + + # ---- Step 2: Filter layers by PRIO-GRID years ---- + years_to_keep <- year(pg_dates()) |> unique() + + ras_list_filtered <- lapply(ras_list, function(r) { + raw_names <- names(r) + layer_years <- suppressWarnings(as.numeric(gsub("\\D", "", raw_names))) + keep_layers <- layer_years %in% years_to_keep + + if (any(keep_layers)) { + r <- r[[keep_layers]] + names(r) <- layer_years[keep_layers] + } else { + warning("No matching years found for raster: ", sources(r)) + r <- NULL + } + return(r) + }) + + # Remove NULL rasters + ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) + + # ---- Step 3: Rename to full YYYY-MM-DD format ---- + month_to_use <- pg_dates() |> month() |> max() + day_to_use <- pg_dates() |> day() |> max() + + ras_list_filtered <- lapply(ras_list_filtered, function(r) { + yrs <- as.numeric(names(r)) + names(r) <- as.Date(paste(yrs, month_to_use, day_to_use, sep = "-")) + return(r) + }) + + # ---- Return processed rasters ---- + message("✅ Layer preparation complete. Returning filtered raster list.") + return(ras_list_filtered) +} + +``` + + +```{r} +ras_list_filtered <- prepare_glc_layers(tif_files) ``` +```{r} +# Step 3: Verify results +# -------------------------------------- + +# 1️⃣ Check how many raster tiles were returned +length(ras_list_filtered) + +# 2️⃣ Check the number of layers per raster (should match pg_dates() years) +sapply(ras_list_filtered, nlyr) + +# 3️⃣ Inspect the first raster's layer names +head(names(ras_list_filtered[[1]])) + +# 4️⃣ Inspect the full date range for the first raster +range(names(ras_list_filtered[[1]])) + +# 5️⃣ Optional — quick visual preview of one raster layer +plot(ras_list_filtered[[1]][[1]], main = names(ras_list_filtered[[1]])[1]) +``` + +### Sandbox: + ```{r} # Create a list to hold renamed rasters ras_list <- vector("list", length(tif_files)) @@ -267,17 +354,22 @@ for (i in seq_along(tif_files)) { names(ras_list[[30]])[1:10] ``` - +## Step 2 ```{r} +# Replace your previous filter step with this improved one years_to_keep <- lubridate::year(pg_dates()) |> unique() -# Filter each raster in ras_list ras_list_filtered <- lapply(ras_list, function(r) { - layer_years <- as.numeric(names(r)) # extract layer years + # Clean up names BEFORE filtering + raw_names <- names(r) + layer_years <- suppressWarnings(as.numeric(gsub("\\D", "", raw_names))) + + # Now filter keep_layers <- layer_years %in% years_to_keep if (any(keep_layers)) { - r <- r[[keep_layers]] # subset to matching years + r <- r[[keep_layers]] + names(r) <- layer_years[keep_layers] # overwrite with clean numeric years } else { warning("No matching years found for raster: ", sources(r)) r <- NULL @@ -287,25 +379,26 @@ ras_list_filtered <- lapply(ras_list, function(r) { }) ``` +## Step 3 ```{r} +# Continue with downstream steps (unchanged) ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) month_to_use <- pg_dates() |> lubridate::month() |> max() day_to_use <- pg_dates() |> lubridate::day() |> max() -for (i in seq_along(ras_list_filtered)) { - yrs <- as.numeric(names(ras_list_filtered[[i]])) - names(ras_list_filtered[[i]]) <- as.Date( - paste(yrs, month_to_use, day_to_use, sep = "-") - ) -} - +# Rename to full date labels (safe) +ras_list_filtered <- lapply(ras_list_filtered, function(r) { + yrs <- as.numeric(names(r)) + names(r) <- as.Date(paste(yrs, month_to_use, day_to_use, sep = "-")) + return(r) +}) ``` ```{r} -# Check the first raster -names(ras_list_filtered[[1]])[1:10] +# Inspect the layer names from the first raster +head(names(ras_list_filtered[[1]])) ``` From ec90797170a5e2ec784472f34cd65bc4bb4672cd Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sun, 12 Oct 2025 00:56:48 +0200 Subject: [PATCH 10/20] wip --- GLC_Processing/Beta_Testing.Rmd | 82 +++++++++++++++++++++++++++++++++ 1 file changed, 82 insertions(+) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 7608d8a..22c0fb0 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -323,6 +323,88 @@ range(names(ras_list_filtered[[1]])) # 5️⃣ Optional — quick visual preview of one raster layer plot(ras_list_filtered[[1]][[1]], main = names(ras_list_filtered[[1]])[1]) ``` +```{r} +glc_landcover <- function(landcovertype, beta_test = FALSE) { + memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac + terra::terraOptions(memfrac = 0.8) + + # Read and prepare rasters directly + tif_files <- read_glc_v2(beta_test = beta_test) + ras_list_filtered <- prepare_glc_layers(tif_files) + + # Notify about coverage + message("Running landcover computation on ", length(ras_list_filtered), " tiles.") + message("Missing or empty tiles will be skipped automatically.") + + res <- robust_transformation(ras_list_filtered, function(x) mean(x == landcovertype)) + + terra::terraOptions(memfrac = memfrac_option) + return(res) +} +``` + + +```{r} +# --- Cropland --- +gen_glc_cropland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(10, 11, 12, 20), + beta_test = beta_test + ) +} + +# --- Forest --- +gen_glc_forest <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(51, 52, 61, 62, 71, 72, 81, 82, 91, 92), + beta_test = beta_test + ) +} + +# --- Shrubland --- +gen_glc_shrubland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(120, 121, 122, 150, 152), + beta_test = beta_test + ) +} + +# --- Grassland --- +gen_glc_grassland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(130, 153), + beta_test = beta_test + ) +} + +# --- Wetland --- +gen_glc_wetland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(181, 182, 183, 184, 185, 186, 187), + beta_test = beta_test + ) +} + +# --- Built-up / Urban --- +gen_glc_builtup <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = 190, + beta_test = beta_test + ) + +# --- Water Body --- +gen_glc_water <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = 210, + beta_test = beta_test + ) +} + +``` + + + + ### Sandbox: From 652c2d0d56c6f71ab09cdfcb856e634167c0d036 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sun, 12 Oct 2025 11:35:47 +0200 Subject: [PATCH 11/20] wip --- GLC_Processing/Beta_Testing.Rmd | 61 ++++++++++++++++++++++++++++++--- 1 file changed, 56 insertions(+), 5 deletions(-) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 22c0fb0..ce52d17 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -323,24 +323,71 @@ range(names(ras_list_filtered[[1]])) # 5️⃣ Optional — quick visual preview of one raster layer plot(ras_list_filtered[[1]][[1]], main = names(ras_list_filtered[[1]])[1]) ``` +```{r} +class(ras_list_filtered) +class(ras_list_filtered[[1]]) + +# Inspect the CRS, extent, and resolution of your rasters +crs_list <- sapply(ras_list_filtered, function(r) as.character(terra::crs(r))) +ext_list <- lapply(ras_list_filtered, terra::ext) +res_list <- lapply(ras_list_filtered, terra::res) + +# Check CRS consistency +unique(crs_list) + +# Compare resolutions +unique(do.call(rbind, res_list)) + +# Compare extents +ext_summary <- do.call(rbind, lapply(ext_list, function(e) as.numeric(e))) +colnames(ext_summary) <- c("xmin", "xmax", "ymin", "ymax") + +summary(ext_summary) + +``` + + ```{r} glc_landcover <- function(landcovertype, beta_test = FALSE) { + # Store and temporarily adjust memory allocation memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac terra::terraOptions(memfrac = 0.8) - # Read and prepare rasters directly + # Step 1: Read and prepare rasters tif_files <- read_glc_v2(beta_test = beta_test) ras_list_filtered <- prepare_glc_layers(tif_files) - # Notify about coverage - message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Missing or empty tiles will be skipped automatically.") + # Step 2: Create a global template grid (lazy, not materialized) + template <- terra::rast( + extent = c(-180, 180, -90, 90), + resolution = terra::res(ras_list_filtered[[1]]), + crs = "EPSG:4326" + ) - res <- robust_transformation(ras_list_filtered, function(x) mean(x == landcovertype)) + # Step 3: Align each tile to global extent (adds NA placeholders lazily) + ras_aligned <- lapply(ras_list_filtered, function(r) { + terra::extend(r, template) + }) + # Step 4: Combine aligned tiles into a single lazy SpatRaster + r <- terra::rast(ras_aligned) + + # Step 5: Notify about processing + message("Running landcover computation on ", length(ras_aligned), " aligned tiles.") + message("Missing or empty regions handled as NA during aggregation.") + + # Step 6: Run the transformation + res <- robust_transformation(r, function(x) mean(x == landcovertype)) + + # Step 7: Restore memory settings and return result terra::terraOptions(memfrac = memfrac_option) return(res) } + +``` + + +```{r} ``` @@ -391,6 +438,7 @@ gen_glc_builtup <- function(beta_test = FALSE) { landcovertype = 190, beta_test = beta_test ) +} # --- Water Body --- gen_glc_water <- function(beta_test = FALSE) { @@ -403,6 +451,9 @@ gen_glc_water <- function(beta_test = FALSE) { ``` +```{r} +gen_glc_water(beta_test = TRUE) +``` From b27220e32021a59ab57d7af4a7bb37b1ad610ebd Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sun, 12 Oct 2025 13:42:19 +0200 Subject: [PATCH 12/20] wip --- GLC_Processing/Beta_Testing.Rmd | 159 ++++++++++++++++++++++++++------ 1 file changed, 132 insertions(+), 27 deletions(-) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index ce52d17..9b3c368 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -346,48 +346,153 @@ summary(ext_summary) ``` +```{r} +inspect_glc_tiles <- function(beta_test = TRUE, sample_n = NULL) { + # Read and prepare tiles (same process as your main workflow) + tif_files <- read_glc_v2(beta_test = beta_test) + ras_list_filtered <- prepare_glc_layers(tif_files) + + message("Inspecting ", length(ras_list_filtered), " GLC tiles...") + + # Optionally inspect only a subset (for speed) + if (!is.null(sample_n)) { + ras_list_filtered <- ras_list_filtered[seq_len(min(sample_n, length(ras_list_filtered)))] + } + + # Create a summary data frame + stats_list <- lapply(seq_along(ras_list_filtered), function(i) { + r <- ras_list_filtered[[i]] + fname <- basename(sources(r)) + message(" • Checking tile ", i, "/", length(ras_list_filtered), ": ", fname) + + # Get unique values across all layers (quick sample if huge) + values_sample <- tryCatch({ + terra::values(r, mat = FALSE) + }, error = function(e) { + message(" ⚠️ Could not read values for ", fname, ": ", e$message) + return(NULL) + }) + + if (is.null(values_sample)) return(NULL) + + # Flatten and summarize + tab <- table(values_sample, useNA = "no") + tab_df <- data.frame( + tile = fname, + class_value = as.integer(names(tab)), + count = as.numeric(tab) + ) + + tab_df$total_pixels <- sum(tab_df$count) + tab_df$prop <- tab_df$count / tab_df$total_pixels + tab_df + }) + + # Combine results + stats_df <- do.call(rbind, Filter(Negate(is.null), stats_list)) + + message("✅ Inspection complete.") + return(stats_df) +} + +``` + +```{r} +glc_summary <- inspect_glc_tiles(beta_test = TRUE, sample_n = 5) +head(glc_summary) + +``` + ```{r} glc_landcover <- function(landcovertype, beta_test = FALSE) { - # Store and temporarily adjust memory allocation memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac terra::terraOptions(memfrac = 0.8) - - # Step 1: Read and prepare rasters + + # 1️⃣ Read file list tif_files <- read_glc_v2(beta_test = beta_test) ras_list_filtered <- prepare_glc_layers(tif_files) - - # Step 2: Create a global template grid (lazy, not materialized) - template <- terra::rast( - extent = c(-180, 180, -90, 90), - resolution = terra::res(ras_list_filtered[[1]]), - crs = "EPSG:4326" - ) - - # Step 3: Align each tile to global extent (adds NA placeholders lazily) - ras_aligned <- lapply(ras_list_filtered, function(r) { - terra::extend(r, template) + + message("Running landcover computation on ", length(ras_list_filtered), " tiles.") + message("Each tile will be processed individually to prevent memory overload.\n") + + # 2️⃣ Ensure CRS consistency + ras_list_filtered <- lapply(ras_list_filtered, function(r) { + if (is.na(terra::crs(r))) { + terra::crs(r) <- "EPSG:4326" + } + r }) - - # Step 4: Combine aligned tiles into a single lazy SpatRaster - r <- terra::rast(ras_aligned) - - # Step 5: Notify about processing - message("Running landcover computation on ", length(ras_aligned), " aligned tiles.") - message("Missing or empty regions handled as NA during aggregation.") - - # Step 6: Run the transformation - res <- robust_transformation(r, function(x) mean(x == landcovertype)) - - # Step 7: Restore memory settings and return result + + # 3️⃣ Process tiles independently (with progress messages) + tile_results <- vector("list", length(ras_list_filtered)) + + for (i in seq_along(ras_list_filtered)) { + tile_name <- basename(sources(ras_list_filtered[[i]])) + message("⏳ [", i, "/", length(ras_list_filtered), "] Processing tile: ", tile_name) + + tile <- ras_list_filtered[[i]] + + # Run robust transformation on one tile + tile_results[[i]] <- tryCatch( + robust_transformation(tile, function(x) mean(x == landcovertype)), + error = function(e) { + message(" ⚠️ Skipping problematic tile: ", tile_name, " — ", e$message) + NULL + } + ) + + # Explicitly clear memory + gc() + } + + # 4️⃣ Drop empty results + tile_results <- Filter(Negate(is.null), tile_results) + + # 5️⃣ Merge processed (aggregated) outputs — not raw rasters + if (length(tile_results) > 1) { + message("\n🧩 Merging ", length(tile_results), " aggregated tiles into one output layer...") + res <- do.call(terra::mosaic, c(tile_results, fun = "mean")) + } else { + res <- tile_results[[1]] + } + + message("✅ Landcover computation complete.") + terra::terraOptions(memfrac = memfrac_option) return(res) } + ``` ```{r} +# Load first raster tile from your GLC beta test set +r <- rast(tif_files[1]) + +cat("\n🧭 Inspecting raster:", basename(tif_files[1]), "\n") +cat("--------------------------------------------------\n") + +# 1️⃣ Check if the raster is categorical +is_cat <- terra::is.factor(r) +cat("Is this a categorical (factor) raster? ", is_cat, "\n") + +# 2️⃣ Check number of layers +num_layers <- terra::nlyr(r) +cat("Number of layers: ", num_layers, "\n") + +# 3️⃣ See CRS and extent (just for orientation) +cat("CRS: ", terra::crs(r), "\n") +cat("Extent: ", toString(terra::ext(r)), "\n") + +# 4️⃣ Data type (e.g., INT1U, INT2S, FLT4S, etc.) +cat("Data type: ", terra::datatype(r), "\n") + +# 5️⃣ Peek at unique values (first layer only) +cat("\nUnique values in first layer (showing first 50):\n") +print(head(terra::unique(r[[1]], na.rm = TRUE), 50)) + ``` @@ -452,7 +557,7 @@ gen_glc_water <- function(beta_test = FALSE) { ```{r} -gen_glc_water(beta_test = TRUE) +gen_glc_shrubland(beta_test = TRUE) ``` From baa26029664d3af5abf32f95010bec5aa3411a2f Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Sun, 12 Oct 2025 18:13:13 +0200 Subject: [PATCH 13/20] develop baseline gen_landcover function for glc-lc types --- GLC_Processing/Beta_Testing.Rmd | 35 +++-- R/data_glc.R | 243 ++++++++++++++++++++++++++++++++ 2 files changed, 264 insertions(+), 14 deletions(-) create mode 100644 R/data_glc.R diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 9b3c368..00069fc 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -409,12 +409,12 @@ glc_landcover <- function(landcovertype, beta_test = FALSE) { memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac terra::terraOptions(memfrac = 0.8) - # 1️⃣ Read file list + # 1️⃣ Read and prepare tiles tif_files <- read_glc_v2(beta_test = beta_test) ras_list_filtered <- prepare_glc_layers(tif_files) message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Each tile will be processed individually to prevent memory overload.\n") + message("Each tile will be processed per layer to preserve temporal information.\n") # 2️⃣ Ensure CRS consistency ras_list_filtered <- lapply(ras_list_filtered, function(r) { @@ -424,41 +424,48 @@ glc_landcover <- function(landcovertype, beta_test = FALSE) { r }) - # 3️⃣ Process tiles independently (with progress messages) - tile_results <- vector("list", length(ras_list_filtered)) + # 3️⃣ Define helper for one tile + process_tile <- function(tile, landcovertype) { + layer_results <- lapply(1:terra::nlyr(tile), function(k) { + lyr <- tile[[k]] + terra::aggregate( + lyr, + fact = 1830, # 30 m → ~55 km + fun = function(x) mean(x %in% landcovertype, na.rm = TRUE) + ) + }) + names(layer_results) <- names(tile) + terra::rast(layer_results) + } + # 4️⃣ Process tiles safely + tile_results <- vector("list", length(ras_list_filtered)) for (i in seq_along(ras_list_filtered)) { tile_name <- basename(sources(ras_list_filtered[[i]])) message("⏳ [", i, "/", length(ras_list_filtered), "] Processing tile: ", tile_name) - tile <- ras_list_filtered[[i]] - - # Run robust transformation on one tile tile_results[[i]] <- tryCatch( - robust_transformation(tile, function(x) mean(x == landcovertype)), + process_tile(ras_list_filtered[[i]], landcovertype), error = function(e) { message(" ⚠️ Skipping problematic tile: ", tile_name, " — ", e$message) NULL } ) - # Explicitly clear memory gc() } - # 4️⃣ Drop empty results + # 5️⃣ Drop NULLs and merge tiles spatially tile_results <- Filter(Negate(is.null), tile_results) - # 5️⃣ Merge processed (aggregated) outputs — not raw rasters if (length(tile_results) > 1) { - message("\n🧩 Merging ", length(tile_results), " aggregated tiles into one output layer...") - res <- do.call(terra::mosaic, c(tile_results, fun = "mean")) + message("\n🧩 Merging ", length(tile_results), " aggregated tiles into a single spatial raster...") + res <- do.call(terra::merge, tile_results) } else { res <- tile_results[[1]] } message("✅ Landcover computation complete.") - terra::terraOptions(memfrac = memfrac_option) return(res) } diff --git a/R/data_glc.R b/R/data_glc.R new file mode 100644 index 0000000..59ec7a3 --- /dev/null +++ b/R/data_glc.R @@ -0,0 +1,243 @@ +#acknowledged no docstrings added yet. + +#------------------------------------------------------------------------------ +# FUNCTION 1: +#------------------------------------------------------------------------------ + +read_glc_v2 <- function(beta_test = FALSE) { + + #f <- get_pgfile(source_name = "HILDA+", + # source_version = "v1.0", + # id = "82bc4c6f-9904-484f-aa9a-77771d076690") + + # Base dataset directory + f <- file.path( + "/Volumes/T7/PRIOGRID", + "GLC_FCS30", + "v2", + "7f03a296-4329-4458-8b62-83c3d27530af" + ) + + # ---- Identify zip files ---- + zips <- list.files(f, pattern = "\\.zip$", full.names = TRUE) + + # Optional beta test: only process first 2 zips + if (beta_test) { + message("Running in beta test mode: limiting to first two zip files.") + zips <- head(zips, 2) + } + + # ---- Unzip only if not already unzipped ---- + unzipped_dirs <- vapply(zips, function(z) { + target_dir <- sub("\\.zip$", "", z) + if (!dir.exists(target_dir)) { + message("Unzipping ", basename(z)) + unzip(z, exdir = target_dir) + } else { + message("Skipping (already unzipped): ", basename(z)) + } + return(target_dir) + }, FUN.VALUE = character(1)) + + # ---- Gather all annual (not 5-year) TIFFs ---- + tif_files <- list.files( + unzipped_dirs, + pattern = "\\.tif$", + full.names = TRUE, + recursive = TRUE + ) + tif_files <- tif_files[!grepl("5years", basename(tif_files), ignore.case = TRUE)] + + return(tif_files) + +} + +#------------------------------------------------------------------------------ +# FUNCTION 2: +#------------------------------------------------------------------------------ + +prepare_glc_layers <- function(tif_files) { + library(terra) + library(lubridate) + + # ---- Step 1: Load and rename rasters by year range ---- + ras_list <- vector("list", length(tif_files)) + + for (i in seq_along(tif_files)) { + r_i <- rast(tif_files[i]) + fname <- basename(tif_files[i]) + + # Parse start and end years from filename + start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) + end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) + end_year <- as.numeric(substr(end_year, 5, 8)) + + # Build the sequence of years + years <- seq(start_year, end_year) + + # Rename layers safely + names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] + + ras_list[[i]] <- r_i + } + + # ---- Step 2: Filter layers by PRIO-GRID years ---- + years_to_keep <- year(pg_dates()) |> unique() + + ras_list_filtered <- lapply(ras_list, function(r) { + raw_names <- names(r) + layer_years <- suppressWarnings(as.numeric(gsub("\\D", "", raw_names))) + keep_layers <- layer_years %in% years_to_keep + + if (any(keep_layers)) { + r <- r[[keep_layers]] + names(r) <- layer_years[keep_layers] + } else { + warning("No matching years found for raster: ", sources(r)) + r <- NULL + } + return(r) + }) + + # Remove NULL rasters + ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) + + # ---- Step 3: Rename to full YYYY-MM-DD format ---- + month_to_use <- pg_dates() |> month() |> max() + day_to_use <- pg_dates() |> day() |> max() + + ras_list_filtered <- lapply(ras_list_filtered, function(r) { + yrs <- as.numeric(names(r)) + names(r) <- as.Date(paste(yrs, month_to_use, day_to_use, sep = "-")) + return(r) + }) + + # ---- Return processed rasters ---- + message("✅ Layer preparation complete. Returning filtered raster list.") + return(ras_list_filtered) +} + +#------------------------------------------------------------------------------ +# FUNCTION 3: +#------------------------------------------------------------------------------ + +glc_landcover <- function(landcovertype, beta_test = FALSE) { + memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac + terra::terraOptions(memfrac = 0.8) + + # Read and prepare tiles + tif_files <- read_glc_v2(beta_test = beta_test) + ras_list_filtered <- prepare_glc_layers(tif_files) + + message("Running landcover computation on ", length(ras_list_filtered), " tiles.") + message("Each tile will be processed per layer to preserve temporal information.\n") + + # Ensure CRS consistency + ras_list_filtered <- lapply(ras_list_filtered, function(r) { + if (is.na(terra::crs(r))) { + terra::crs(r) <- "EPSG:4326" + } + r + }) + + # Define helper for one tile + process_tile <- function(tile, landcovertype) { + layer_results <- lapply(1:terra::nlyr(tile), function(k) { + lyr <- tile[[k]] + terra::aggregate( + lyr, + fact = 1830, # 30 m → ~55 km + fun = function(x) mean(x %in% landcovertype, na.rm = TRUE) + ) + }) + names(layer_results) <- names(tile) + terra::rast(layer_results) + } + + # Process tiles safely + tile_results <- vector("list", length(ras_list_filtered)) + for (i in seq_along(ras_list_filtered)) { + tile_name <- basename(sources(ras_list_filtered[[i]])) + message("⏳ [", i, "/", length(ras_list_filtered), "] Processing tile: ", tile_name) + + tile_results[[i]] <- tryCatch( + process_tile(ras_list_filtered[[i]], landcovertype), + error = function(e) { + message(" ⚠️ Skipping problematic tile: ", tile_name, " — ", e$message) + NULL + } + ) + + gc() + } + + # Drop NULLs and merge tiles spatially + tile_results <- Filter(Negate(is.null), tile_results) + + if (length(tile_results) > 1) { + message("\n🧩 Merging ", length(tile_results), " aggregated tiles into a single spatial raster...") + res <- do.call(terra::merge, tile_results) + } else { + res <- tile_results[[1]] + } + + message("✅ Landcover computation complete.") + terra::terraOptions(memfrac = memfrac_option) + return(res) +} + +# --- Cropland --- +gen_glc_cropland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(10, 11, 12, 20), + beta_test = beta_test + ) +} + +# --- Forest --- +gen_glc_forest <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(51, 52, 61, 62, 71, 72, 81, 82, 91, 92), + beta_test = beta_test + ) +} + +# --- Shrubland --- +gen_glc_shrubland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(120, 121, 122, 150, 152), + beta_test = beta_test + ) +} + +# --- Grassland --- +gen_glc_grassland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(130, 153), + beta_test = beta_test + ) +} + +# --- Wetland --- +gen_glc_wetland <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = c(181, 182, 183, 184, 185, 186, 187), + beta_test = beta_test + ) +} + +# --- Built-up / Urban --- +gen_glc_builtup <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = 190, + beta_test = beta_test + ) +} + +# --- Water Body --- +gen_glc_water <- function(beta_test = FALSE) { + glc_landcover( + landcovertype = 210, + beta_test = beta_test + ) +} From a1dd6be107fbf0e649efea9acf1b12e9deae1102 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Wed, 15 Oct 2025 10:45:03 +0200 Subject: [PATCH 14/20] add foldersize function for flexible beta test --- GLC_Processing/Beta_Testing.Rmd | 4 ++-- R/data_glc.R | 32 ++++++++++++++++---------------- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index 00069fc..a661672 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -363,7 +363,7 @@ inspect_glc_tiles <- function(beta_test = TRUE, sample_n = NULL) { stats_list <- lapply(seq_along(ras_list_filtered), function(i) { r <- ras_list_filtered[[i]] fname <- basename(sources(r)) - message(" • Checking tile ", i, "/", length(ras_list_filtered), ": ", fname) + message("Checking tile ", i, "/", length(ras_list_filtered), ": ", fname) # Get unique values across all layers (quick sample if huge) values_sample <- tryCatch({ @@ -391,7 +391,7 @@ inspect_glc_tiles <- function(beta_test = TRUE, sample_n = NULL) { # Combine results stats_df <- do.call(rbind, Filter(Negate(is.null), stats_list)) - message("✅ Inspection complete.") + message("Inspection complete.") return(stats_df) } diff --git a/R/data_glc.R b/R/data_glc.R index 59ec7a3..b672b92 100644 --- a/R/data_glc.R +++ b/R/data_glc.R @@ -4,12 +4,7 @@ # FUNCTION 1: #------------------------------------------------------------------------------ -read_glc_v2 <- function(beta_test = FALSE) { - - #f <- get_pgfile(source_name = "HILDA+", - # source_version = "v1.0", - # id = "82bc4c6f-9904-484f-aa9a-77771d076690") - +read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { # Base dataset directory f <- file.path( "/Volumes/T7/PRIOGRID", @@ -21,10 +16,13 @@ read_glc_v2 <- function(beta_test = FALSE) { # ---- Identify zip files ---- zips <- list.files(f, pattern = "\\.zip$", full.names = TRUE) - # Optional beta test: only process first 2 zips + # Default foldersize = all zip files + if (is.null(foldersize)) foldersize <- length(zips) + + # Optional beta test subset if (beta_test) { - message("Running in beta test mode: limiting to first two zip files.") - zips <- head(zips, 2) + message("Running in beta test mode: limiting to first ", foldersize, " zip file(s).") + zips <- head(zips, foldersize) } # ---- Unzip only if not already unzipped ---- @@ -121,12 +119,12 @@ prepare_glc_layers <- function(tif_files) { # FUNCTION 3: #------------------------------------------------------------------------------ -glc_landcover <- function(landcovertype, beta_test = FALSE) { +glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL) { memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac terra::terraOptions(memfrac = 0.8) - # Read and prepare tiles - tif_files <- read_glc_v2(beta_test = beta_test) + #Read and prepare tiles + tif_files <- read_glc_v2(beta_test = beta_test, foldersize = foldersize) ras_list_filtered <- prepare_glc_layers(tif_files) message("Running landcover computation on ", length(ras_list_filtered), " tiles.") @@ -187,10 +185,11 @@ glc_landcover <- function(landcovertype, beta_test = FALSE) { } # --- Cropland --- -gen_glc_cropland <- function(beta_test = FALSE) { +gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL) { glc_landcover( landcovertype = c(10, 11, 12, 20), - beta_test = beta_test + beta_test = beta_test, + foldersize = foldersize ) } @@ -203,10 +202,11 @@ gen_glc_forest <- function(beta_test = FALSE) { } # --- Shrubland --- -gen_glc_shrubland <- function(beta_test = FALSE) { +gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL) { glc_landcover( landcovertype = c(120, 121, 122, 150, 152), - beta_test = beta_test + beta_test = beta_test, + foldersize = foldersize ) } From 6ee51912b6dbaf8ef2303fa8fc85a512903aba00 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Wed, 15 Oct 2025 14:49:13 +0200 Subject: [PATCH 15/20] wip --- R/data_glc.R | 87 +++++++++++++++++++++++----------------------------- 1 file changed, 38 insertions(+), 49 deletions(-) diff --git a/R/data_glc.R b/R/data_glc.R index b672b92..159ed50 100644 --- a/R/data_glc.R +++ b/R/data_glc.R @@ -54,10 +54,15 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { # FUNCTION 2: #------------------------------------------------------------------------------ -prepare_glc_layers <- function(tif_files) { +prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL) { library(terra) library(lubridate) + # ---- Step 1: Read TIFF files from GLC folders ---- + tif_files <- read_glc_v2(beta_test = beta_test, foldersize = foldersize) + + message("Found ", length(tif_files), " TIFF files to process.\n") + # ---- Step 1: Load and rename rasters by year range ---- ras_list <- vector("list", length(tif_files)) @@ -111,7 +116,7 @@ prepare_glc_layers <- function(tif_files) { }) # ---- Return processed rasters ---- - message("✅ Layer preparation complete. Returning filtered raster list.") + message("Layer preparation complete. Returning filtered raster list.") return(ras_list_filtered) } @@ -119,71 +124,55 @@ prepare_glc_layers <- function(tif_files) { # FUNCTION 3: #------------------------------------------------------------------------------ -glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL) { +robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL) { memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac terra::terraOptions(memfrac = 0.8) - #Read and prepare tiles - tif_files <- read_glc_v2(beta_test = beta_test, foldersize = foldersize) - ras_list_filtered <- prepare_glc_layers(tif_files) + # Read and prepare all tiles + ras_list_filtered <- prepare_glc_layers(beta_test = beta_test, foldersize = foldersize) + message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Each tile will be processed per layer to preserve temporal information.\n") + message("Each tile will be processed via robust_transformation.\n") - # Ensure CRS consistency - ras_list_filtered <- lapply(ras_list_filtered, function(r) { - if (is.na(terra::crs(r))) { - terra::crs(r) <- "EPSG:4326" - } - r - }) + # Apply robust transformation to each tile + transformed_tiles <- lapply(seq_along(ras_list_filtered), function(i) { + tile <- ras_list_filtered[[i]] + tile_name <- names(ras_list_filtered)[i] %||% paste0("Tile_", i) - # Define helper for one tile - process_tile <- function(tile, landcovertype) { - layer_results <- lapply(1:terra::nlyr(tile), function(k) { - lyr <- tile[[k]] - terra::aggregate( - lyr, - fact = 1830, # 30 m → ~55 km - fun = function(x) mean(x %in% landcovertype, na.rm = TRUE) + message(i, "/", length(ras_list_filtered), "] Processing ", tile_name) + + tryCatch({ + res_tile <- robust_transformation( + tile, + function(x) mean(x %in% landcovertype, na.rm = TRUE) ) + gc() + res_tile + }, error = function(e) { + message("Skipping problematic tile: ", tile_name, " — ", e$message) + NULL }) - names(layer_results) <- names(tile) - terra::rast(layer_results) - } - - # Process tiles safely - tile_results <- vector("list", length(ras_list_filtered)) - for (i in seq_along(ras_list_filtered)) { - tile_name <- basename(sources(ras_list_filtered[[i]])) - message("⏳ [", i, "/", length(ras_list_filtered), "] Processing tile: ", tile_name) - - tile_results[[i]] <- tryCatch( - process_tile(ras_list_filtered[[i]], landcovertype), - error = function(e) { - message(" ⚠️ Skipping problematic tile: ", tile_name, " — ", e$message) - NULL - } - ) - - gc() - } + }) - # Drop NULLs and merge tiles spatially - tile_results <- Filter(Negate(is.null), tile_results) + # Drop NULLs + transformed_tiles <- Filter(Negate(is.null), transformed_tiles) - if (length(tile_results) > 1) { - message("\n🧩 Merging ", length(tile_results), " aggregated tiles into a single spatial raster...") - res <- do.call(terra::merge, tile_results) + # Merge results + if (length(transformed_tiles) > 1) { + message("\n Merging ", length(transformed_tiles), " aggregated tiles...") + res <- do.call(terra::merge, transformed_tiles) } else { - res <- tile_results[[1]] + res <- transformed_tiles[[1]] } - message("✅ Landcover computation complete.") + message("Landcover computation complete.") terra::terraOptions(memfrac = memfrac_option) return(res) } + + # --- Cropland --- gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL) { glc_landcover( From b732685708dfd0eecfe9502a5a8b156f2bd266d4 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Wed, 22 Oct 2025 15:22:58 +0200 Subject: [PATCH 16/20] wip --- GLC_Processing/Beta_Testing.Rmd | 90 +++++++++++++++-- R/data_glc.R | 173 +++++++++++++++++++++++--------- 2 files changed, 209 insertions(+), 54 deletions(-) diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd index a661672..88bd8e2 100644 --- a/GLC_Processing/Beta_Testing.Rmd +++ b/GLC_Processing/Beta_Testing.Rmd @@ -163,6 +163,7 @@ The workflow for processing **GLC_FCS30D** landcover data is structured in **fou ```{r} + #' Reads the GLC v2 dataset #' #' @@ -292,7 +293,7 @@ prepare_glc_layers <- function(tif_files) { }) # ---- Return processed rasters ---- - message("✅ Layer preparation complete. Returning filtered raster list.") + message("Layer preparation complete. Returning filtered raster list.") return(ras_list_filtered) } @@ -303,6 +304,9 @@ prepare_glc_layers <- function(tif_files) { ras_list_filtered <- prepare_glc_layers(tif_files) ``` +```{r} +ras_list_filtered +``` ```{r} # Step 3: Verify results @@ -401,6 +405,55 @@ inspect_glc_tiles <- function(beta_test = TRUE, sample_n = NULL) { glc_summary <- inspect_glc_tiles(beta_test = TRUE, sample_n = 5) head(glc_summary) +``` +```{r} +robust_glc_landcover <- function(landcovertype, beta_test = FALSE) { + memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac + terra::terraOptions(memfrac = 0.8) + + # Read and prepare tiles + tif_files <- read_glc_v2(beta_test = beta_test) + ras_list_filtered <- prepare_glc_layers(tif_files) + + message("Running landcover computation on ", length(ras_list_filtered), " tiles.") + message("Each tile will be processed via robust_transformation.\n") + + # Apply robust transformation to each tile + transformed_tiles <- lapply(seq_along(ras_list_filtered), function(i) { + tile <- ras_list_filtered[[i]] + tile_name <- names(ras_list_filtered)[i] %||% paste0("Tile_", i) + + message(i, "/", length(ras_list_filtered), "] Processing ", tile_name) + + tryCatch({ + res_tile <- robust_transformation( + tile, + function(x) mean(x %in% landcovertype, na.rm = TRUE) + ) + gc() + res_tile + }, error = function(e) { + message("Skipping problematic tile: ", tile_name, " — ", e$message) + NULL + }) + }) + + # Drop NULLs + transformed_tiles <- Filter(Negate(is.null), transformed_tiles) + + # Merge results + if (length(transformed_tiles) > 1) { + message("\n Merging ", length(transformed_tiles), " aggregated tiles...") + res <- do.call(terra::merge, transformed_tiles) + } else { + res <- transformed_tiles[[1]] + } + + message("Landcover computation complete.") + terra::terraOptions(memfrac = memfrac_option) + return(res) +} + ``` @@ -416,13 +469,13 @@ glc_landcover <- function(landcovertype, beta_test = FALSE) { message("Running landcover computation on ", length(ras_list_filtered), " tiles.") message("Each tile will be processed per layer to preserve temporal information.\n") - # 2️⃣ Ensure CRS consistency - ras_list_filtered <- lapply(ras_list_filtered, function(r) { - if (is.na(terra::crs(r))) { - terra::crs(r) <- "EPSG:4326" - } - r - }) + # Ensure CRS consistency + #ras_list_filtered <- lapply(ras_list_filtered, function(r) { + # if (is.na(terra::crs(r))) { + # terra::crs(r) <- "EPSG:4326" + # } + # r + #} # 3️⃣ Define helper for one tile process_tile <- function(tile, landcovertype) { @@ -697,3 +750,24 @@ names(r) <- years names(r)[1:10] ``` + +```{r} +ras_list_filtered <- prepare_glc_layers(beta_test = TRUE,foldersize = 1, n_tifs = 2) + +``` + +```{r} +ras_list_filtered +``` + + +```{r} +# 1. Load the raster normally +lyr <- tile[[1]] + +# 2. Check alignment between raster and PRIO-GRID +pg <- pg_raster() # or whatever your PRIO reference raster is +terra::compareGeom(lyr, pg) + +``` + diff --git a/R/data_glc.R b/R/data_glc.R index 159ed50..266b08b 100644 --- a/R/data_glc.R +++ b/R/data_glc.R @@ -6,15 +6,26 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { # Base dataset directory - f <- file.path( - "/Volumes/T7/PRIOGRID", - "GLC_FCS30", - "v2", - "7f03a296-4329-4458-8b62-83c3d27530af" - ) + #f <- file.path( + # "/Volumes/T7/PRIOGRID", + # "GLC_FCS30", + # "v2", + # "7f03a296-4329-4458-8b62-83c3d27530af" + #) + + + + f <- get_pgfile(source_name = "GLC_FCS30", + source_version = "v2", + id = "7f03a296-4329-4458-8b62-83c3d27530af") + + dir <- dirname(Reduce(function(x, y) { + while (!startsWith(y, x)) x <- dirname(x) + x + }, f)) # ---- Identify zip files ---- - zips <- list.files(f, pattern = "\\.zip$", full.names = TRUE) + zips <- list.files(dir, pattern = "\\.zip$", full.names = TRUE) # Default foldersize = all zip files if (is.null(foldersize)) foldersize <- length(zips) @@ -54,7 +65,7 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { # FUNCTION 2: #------------------------------------------------------------------------------ -prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL) { +prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { library(terra) library(lubridate) @@ -63,7 +74,17 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL) { message("Found ", length(tif_files), " TIFF files to process.\n") - # ---- Step 1: Load and rename rasters by year range ---- + # ---- Optional Step: Limit to first N TIFFs ---- + if (!is.null(n_tifs)) { + if (n_tifs < length(tif_files)) { + message("Limiting to first ", n_tifs, " TIFF files for testing.") + tif_files <- head(tif_files, n_tifs) + } else { + message("Requested n_tifs (", n_tifs, ") >= total available TIFFs; using all files.") + } + } + + # ---- Load and rename rasters by year range ---- ras_list <- vector("list", length(tif_files)) for (i in seq_along(tif_files)) { @@ -124,51 +145,110 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL) { # FUNCTION 3: #------------------------------------------------------------------------------ -robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL) { - memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac - terra::terraOptions(memfrac = 0.8) - - # Read and prepare all tiles - ras_list_filtered <- prepare_glc_layers(beta_test = beta_test, foldersize = foldersize) - +#' Robust Landcover Aggregation Function +#' +#' Aggregates high-resolution Global Landcover (GLC) tiles into PRIO-GRID scale rasters. +#' Each 5×5° tile is processed independently, layer-by-layer, using a robust and memory-safe +#' transformation that automatically aligns PRIO-GRID extents with the tile extent. +#' +#' This function is optimized for distributed or parallel workflows and is resilient +#' to small tile extent inconsistencies due to the `tiled = TRUE` flag in robust_transformation(). +#' +#' @param landcovertype Integer or vector of integer GLC codes representing the landcover +#' classes of interest (e.g., cropland = c(10, 11, 12)). +#' @param beta_test Logical; if TRUE, runs in test mode (typically loads a limited number of tiles). +#' @param foldersize Optional integer controlling how many tiles to process in one batch. +#' @param n_tifs Optional integer limiting the number of raster files to process (for testing). +#' @return A SpatRaster of PRIO-GRID aggregated landcover fractions (0–1) per cell. +#' @export +#' +#' @examples +#' # Example: Compute shrubland coverage +#' # shrubland <- robust_glc_landcover(c(120, 121, 122, 150, 152)) +#' +robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { + + # ------------------------------------------------------------------------- + # STEP 1: Prepare and load GLC raster tiles + # ------------------------------------------------------------------------- + # Each tile typically covers a 5×5° geographic area. + # The prepare_glc_layers() function returns a list of SpatRaster objects, + # where each tile contains multiple time layers (e.g., annual composites). + # ------------------------------------------------------------------------- + ras_list_filtered <- prepare_glc_layers(beta_test, foldersize, n_tifs) + + + # ------------------------------------------------------------------------- + # STEP 2: Define block-level aggregation function + # ------------------------------------------------------------------------- + # The block_fun determines how the fine-resolution pixels (30m) + # are summarized into a single PRIO-GRID cell (~55km). + # + # - Each "block" corresponds to one PRIO cell footprint. + # - The function calculates the proportion of pixels that match + # the target landcover type(s) defined in `landcovertype`. + # + # The result for each PRIO cell will be a number between 0 and 1. + # ------------------------------------------------------------------------- + block_fun <- function(x) { + if (length(x) == 0 || all(is.na(x))) return(NA_real_) + mean(x %in% landcovertype, na.rm = TRUE) + } - message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Each tile will be processed via robust_transformation.\n") - # Apply robust transformation to each tile - transformed_tiles <- lapply(seq_along(ras_list_filtered), function(i) { + # ------------------------------------------------------------------------- + # STEP 3: Process each raster tile independently + # ------------------------------------------------------------------------- + # Each tile is processed layer-by-layer (typically one layer per year). + # The function robust_transformation() handles the heavy lifting: + # it performs aggregation to PRIO-GRID scale and ensures numerical stability. + # + # The key improvement here is `tiled = TRUE`, which instructs + # robust_transformation() to crop PRIO-GRID to match the tile extent. + # This avoids global resampling and prevents extent/alignment errors. + # ------------------------------------------------------------------------- + results <- lapply(seq_along(ras_list_filtered), function(i) { tile <- ras_list_filtered[[i]] tile_name <- names(ras_list_filtered)[i] %||% paste0("Tile_", i) - message(i, "/", length(ras_list_filtered), "] Processing ", tile_name) - - tryCatch({ - res_tile <- robust_transformation( - tile, - function(x) mean(x %in% landcovertype, na.rm = TRUE) - ) - gc() - res_tile - }, error = function(e) { - message("Skipping problematic tile: ", tile_name, " — ", e$message) - NULL + message("\n🧩 Processing ", tile_name) + + # --------------------------------------------------------------------- + # STEP 3a: Process each time layer within the current tile + # --------------------------------------------------------------------- + per_year <- lapply(seq_len(terra::nlyr(tile)), function(k) { + lyr <- tile[[k]] + message(" ├─ Layer ", k, ": ", names(tile)[k]) + + # Perform robust aggregation to PRIO scale + # Note: tiled = TRUE ensures localized cropping of PRIO-GRID + robust_transformation(lyr, block_fun, tiled = TRUE) }) + + # --------------------------------------------------------------------- + # STEP 3b: Stack valid layers back into a multi-layer raster + # --------------------------------------------------------------------- + # Layers that failed to process (NULL) are removed before stacking. + # --------------------------------------------------------------------- + per_year <- Filter(Negate(is.null), per_year) + if (length(per_year) > 0) terra::rast(per_year) else NULL }) - # Drop NULLs - transformed_tiles <- Filter(Negate(is.null), transformed_tiles) - # Merge results - if (length(transformed_tiles) > 1) { - message("\n Merging ", length(transformed_tiles), " aggregated tiles...") - res <- do.call(terra::merge, transformed_tiles) + # ------------------------------------------------------------------------- + # STEP 4: Merge processed tiles into a single raster + # ------------------------------------------------------------------------- + # After all tiles have been processed independently, they are merged + # spatially into a single continuous PRIO-aligned SpatRaster. + # If only one tile exists, that raster is returned directly. + # ------------------------------------------------------------------------- + results <- Filter(Negate(is.null), results) + if (length(results) > 1) { + message("\n🌍 Merging ", length(results), " aggregated tiles into final raster...") + do.call(terra::merge, results) } else { - res <- transformed_tiles[[1]] + results[[1]] } - - message("Landcover computation complete.") - terra::terraOptions(memfrac = memfrac_option) - return(res) } @@ -191,11 +271,12 @@ gen_glc_forest <- function(beta_test = FALSE) { } # --- Shrubland --- -gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL) { - glc_landcover( +gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { + robust_glc_landcover( landcovertype = c(120, 121, 122, 150, 152), beta_test = beta_test, - foldersize = foldersize + foldersize = foldersize, + n_tifs = n_tifs ) } From f858f51a3d7a86f7020e4cfdae95bba2aee203ea Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Wed, 22 Oct 2025 15:23:38 +0200 Subject: [PATCH 17/20] adjust robust_transformation for cropping to smaller subtiles --- R/utility.R | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/R/utility.R b/R/utility.R index 4630267..a0d695d 100644 --- a/R/utility.R +++ b/R/utility.R @@ -236,8 +236,13 @@ rast_to_df <- function(rast, static = TRUE, varname = NULL){ #' \code{\link[terra]{aggregate}}, \code{\link[terra]{disagg}}, \code{\link[terra]{resample}} #' #' @export -robust_transformation <- function(r, agg_fun, disagg_method = "near", ...){ +robust_transformation <- function(r, agg_fun, disagg_method = "near", tiled = FALSE, ...){ pg <- prio_blank_grid() + + if(tiled){ + pg <- terra::crop(pg, r) + } + temporary_directory <- file.path(pgoptions$get_rawfolder(), "tmp", tempdir() |> basename()) dir.create(temporary_directory) From 972afc7f5e722a2ddd310b60505e1f3d5ae0b62f Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Mon, 27 Oct 2025 15:37:47 +0100 Subject: [PATCH 18/20] format for integration --- R/data_glc.R | 242 +++++++++++++++++++++++++++++++++++++++++++-------- 1 file changed, 207 insertions(+), 35 deletions(-) diff --git a/R/data_glc.R b/R/data_glc.R index 266b08b..da773fa 100644 --- a/R/data_glc.R +++ b/R/data_glc.R @@ -1,10 +1,61 @@ -#acknowledged no docstrings added yet. - #------------------------------------------------------------------------------ # FUNCTION 1: #------------------------------------------------------------------------------ - +#' Read and Unpack Global Landcover (GLC-FCS30 v2) Source Files +#' +#' Retrieves and prepares raw Global Landcover (GLC-FCS30 v2) data tiles for analysis. +#' This function locates, optionally unzips, and lists all annual raster files +#' (.tif format) from the ESA GLC-FCS30 v2 dataset. It supports partial loading for +#' testing or memory-constrained environments. +#' +#' @details +#' The function automates the initial ingestion and unpacking of the GLC-FCS30 dataset: +#' \enumerate{ +#' \item Uses \code{get_pgfile()} to identify the local or network dataset directory +#' for the specified GLC version (currently \code{"GLC_FCS30"} v2). +#' \item Lists all available \code{.zip} archives within the dataset directory. +#' \item Optionally limits the number of archives processed when \code{beta_test = TRUE} +#' or when \code{foldersize} is specified. +#' \item Extracts each \code{.zip} archive into a matching folder if not already unzipped. +#' \item Collects paths to all valid annual \code{.tif} raster files, excluding +#' 5-year composites (filenames containing "5years"). +#' } +#' +#' This prepares the raster file list required for downstream preprocessing via +#' \code{\link{prepare_glc_layers()}} and aggregation using +#' \code{\link{glc_landcover()}} or \code{\link{robust_glc_landcover()}}. +#' +#' @note +#' - The function assumes a consistent directory structure produced by ESA GLC-FCS30 v2. +#' - Existing unzipped folders are skipped to avoid redundant extraction. +#' - Only annual layers are returned; 5-year composite rasters are excluded automatically. +#' - If \code{beta_test = TRUE}, the function processes only the first \code{foldersize} +#' ZIP archives, allowing rapid functional testing on limited subsets. +#' +#' @param beta_test Logical; if TRUE, activates test mode by restricting the number +#' of ZIP files unzipped and processed. +#' @param foldersize Optional integer defining how many ZIP folders to include. +#' Defaults to all available archives. +#' +#' @return A character vector of file paths pointing to annual \code{.tif} raster files +#' from the unzipped GLC-FCS30 v2 dataset. +#' +#' @seealso +#' \code{\link{get_pgfile}} for dataset path retrieval, +#' \code{\link{prepare_glc_layers}} for temporal filtering and naming, +#' \code{\link{glc_landcover}} and \code{\link{robust_glc_landcover}} for aggregation. +#' +#' @examples +#' # Example 1: Load all available GLC-FCS30 v2 tiles +#' # tif_files <- read_glc_v2() +#' +#' # Example 2: Beta test mode (first 2 ZIP files) +#' # tif_files <- read_glc_v2(beta_test = TRUE, foldersize = 2) +#' +#' @export +#' read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { + # Base dataset directory #f <- file.path( # "/Volumes/T7/PRIOGRID", @@ -19,12 +70,7 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { source_version = "v2", id = "7f03a296-4329-4458-8b62-83c3d27530af") - dir <- dirname(Reduce(function(x, y) { - while (!startsWith(y, x)) x <- dirname(x) - x - }, f)) - - # ---- Identify zip files ---- + dir <- dirname(f[1]) # just grab the directory of the first file zips <- list.files(dir, pattern = "\\.zip$", full.names = TRUE) # Default foldersize = all zip files @@ -64,6 +110,50 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { #------------------------------------------------------------------------------ # FUNCTION 2: #------------------------------------------------------------------------------ +#' Prepare Global Landcover (GLC) Raster Layers for PRIO-GRID Aggregation +#' +#' Reads, filters, and renames high-resolution Global Landcover (GLC) raster tiles +#' prior to aggregation. Each 5×5° tile typically contains multiple annual layers +#' (e.g., 1992–2020 composites). This function standardizes their naming conventions, +#' aligns their temporal coverage with PRIO-GRID reference years, and outputs a +#' list of cleaned \code{SpatRaster} objects ready for spatial aggregation. +#' +#' @details +#' The function automates several preprocessing steps: +#' \enumerate{ +#' \item Reads all available GLC TIFF tiles using \code{read_glc_v2()}. +#' \item Optionally limits the number of tiles loaded via \code{n_tifs} for testing. +#' \item Extracts year ranges from file names and safely renames layers. +#' \item Filters layers to match the temporal range defined by \code{pg_dates()}. +#' \item Converts layer names to standardized ISO date format (\code{YYYY-MM-DD}) +#' for interoperability with time-series analysis workflows. +#' } +#' +#' This function ensures that only temporally valid and correctly named raster layers +#' are passed to \code{glc_landcover()} or \code{robust_glc_landcover()}. It is designed +#' to minimize memory use and provide clear diagnostics on mismatched years. +#' +#' @param beta_test Logical; if TRUE, runs in test mode and may load a reduced number of tiles. +#' @param foldersize Optional integer specifying the batch size for reading tiles +#' (used to control memory usage during large-scale operations). +#' @param n_tifs Optional integer limiting how many TIFF files are processed, typically +#' for debugging or lightweight validation. +#' +#' @return A named list of filtered \code{SpatRaster} objects. Each raster contains +#' annual layers with standardized names corresponding to valid PRIO-GRID years. +#' +#' @seealso +#' \code{\link{read_glc_v2}} for loading raw GLC files, +#' \code{\link{glc_landcover}} and \code{\link{robust_glc_landcover}} for aggregation. +#' +#' @examples +#' # Load and filter ESA GLC raster tiles (test mode) +#' # rasters <- prepare_glc_layers(beta_test = TRUE, n_tifs = 2) +#' +#' # Example: Extract layer years from the first tile +#' # names(rasters[[1]]) +#' +#' @export prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { library(terra) @@ -147,18 +237,41 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU #' Robust Landcover Aggregation Function #' +#' GLC land cover class codes (for stable categories): +#' \itemize{ +#' \item 00: Ocean +#' \item 11: Urban +#' \item 22: Cropland +#' \item 33: Pasture/rangeland +#' \item 44: Forest +#' \item 55: Unmanaged grass/shrubland +#' \item 66: Sparse/no vegetation +#' \item 77: Water +#' \item 99: No data +#' } +#' #' Aggregates high-resolution Global Landcover (GLC) tiles into PRIO-GRID scale rasters. #' Each 5×5° tile is processed independently, layer-by-layer, using a robust and memory-safe #' transformation that automatically aligns PRIO-GRID extents with the tile extent. #' -#' This function is optimized for distributed or parallel workflows and is resilient -#' to small tile extent inconsistencies due to the `tiled = TRUE` flag in robust_transformation(). +#' @details +#' This function extends \code{glc_landcover()} by incorporating additional error handling +#' and memory management features. It is particularly suitable for large-scale or distributed +#' processing tasks, where tile extents may vary slightly or where raster alignment mismatches +#' could cause resampling artifacts. The internal use of \code{tiled = TRUE} ensures each +#' PRIO-GRID cell is aggregated only within the spatial footprint of its corresponding GLC tile. +#' +#' @note +#' Input rasters are expected to use ESA WorldCover classification codes (0–250). +#' Filled values (0, 250) are ignored during aggregation. The function assumes +#' all tiles share the same CRS and pixel alignment as defined in \code{prepare_glc_layers()}. +#' +#' @seealso +#' \code{\link{glc_landcover}}, \code{\link{prepare_glc_layers}}, \code{\link{robust_transformation}} #' #' @param landcovertype Integer or vector of integer GLC codes representing the landcover #' classes of interest (e.g., cropland = c(10, 11, 12)). -#' @param beta_test Logical; if TRUE, runs in test mode (typically loads a limited number of tiles). -#' @param foldersize Optional integer controlling how many tiles to process in one batch. -#' @param n_tifs Optional integer limiting the number of raster files to process (for testing). +#' @inheritParams prepare_glc_layers #' @return A SpatRaster of PRIO-GRID aggregated landcover fractions (0–1) per cell. #' @export #' @@ -211,7 +324,7 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = tile <- ras_list_filtered[[i]] tile_name <- names(ras_list_filtered)[i] %||% paste0("Tile_", i) - message("\n🧩 Processing ", tile_name) + message("\n Processing ", tile_name) # --------------------------------------------------------------------- # STEP 3a: Process each time layer within the current tile @@ -244,33 +357,57 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = # ------------------------------------------------------------------------- results <- Filter(Negate(is.null), results) if (length(results) > 1) { - message("\n🌍 Merging ", length(results), " aggregated tiles into final raster...") + message("\n Merging ", length(results), " aggregated tiles into final raster...") do.call(terra::merge, results) } else { results[[1]] } } - - -# --- Cropland --- -gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL) { +#' Generate Cropland Raster Layers +#' +#' Aggregates rainfed, herbaceous, tree/orchard, and irrigated croplands (LC ids 10, 11, 12, 20) +#' into a unified cropland class. These represent actively cultivated areas used for agriculture, +#' distinguishing between different vegetation covers and irrigation practices. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated cropland raster. +gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(10, 11, 12, 20), beta_test = beta_test, - foldersize = foldersize + foldersize = foldersize, + n_tifs = n_tifs ) } -# --- Forest --- -gen_glc_forest <- function(beta_test = FALSE) { +#' Generate Forest Raster Layers +#' +#' Aggregates all broadleaved, needle-leaved, and mixed-leaf forests (LC ids 51–92), +#' both open and closed canopy types. This grouping captures the range of forested +#' ecosystems from evergreen to deciduous forms, unified by dense perennial vegetation +#' cover exceeding typical shrub or grassland canopy thresholds. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated forest raster. +gen_glc_forest <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(51, 52, 61, 62, 71, 72, 81, 82, 91, 92), - beta_test = beta_test + beta_test = beta_test, + foldersize = foldersize, + n_tifs = n_tifs ) } -# --- Shrubland --- +#' Generate Shrubland Raster Layers +#' +#' Combines evergreen, deciduous, and sparse shrublands (LC ids 120, 121, 122, 150, 152) +#' into a unified shrubland class. These classes represent areas dominated by woody +#' perennials shorter than trees, often found in semi-arid regions and ecotones between +#' grassland and forest ecosystems. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated shrubland raster. gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { robust_glc_landcover( landcovertype = c(120, 121, 122, 150, 152), @@ -280,34 +417,69 @@ gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NUL ) } -# --- Grassland --- -gen_glc_grassland <- function(beta_test = FALSE) { +#' Generate Grassland Raster Layers +#' +#' Merges open herbaceous and sparse grass-dominated areas (LC ids 130, 153) +#' into a single grassland class. These correspond to regions with continuous or +#' patchy coverage of grasses and herbaceous vegetation, typically maintained by +#' climate, fire, or grazing pressure. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated grassland raster. +gen_glc_grassland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(130, 153), - beta_test = beta_test + beta_test = beta_test, + foldersize = foldersize, + n_tifs = n_tifs ) } -# --- Wetland --- -gen_glc_wetland <- function(beta_test = FALSE) { +#' Generate Wetland Raster Layers +#' +#' Groups swamp, marsh, flooded, saline, mangrove, and tidal flats (LC ids 181–187) +#' into a unified wetland class. These represent permanently or seasonally waterlogged +#' ecosystems characterized by saturated soils, distinct hydrology, and vegetation adapted +#' to anaerobic conditions. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated wetland raster. +gen_glc_wetland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(181, 182, 183, 184, 185, 186, 187), - beta_test = beta_test + beta_test = beta_test, + foldersize = foldersize, + n_tifs = n_tifs ) } -# --- Built-up / Urban --- -gen_glc_builtup <- function(beta_test = FALSE) { +#' Generate Built-up / Urban Raster Layers +#' +#' Captures impervious or constructed surfaces (LC id 190) corresponding to built-up or +#' urban areas. These include settlements, infrastructure, and other human-made structures +#' with minimal vegetative cover. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated built-up raster. +gen_glc_builtup <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = 190, beta_test = beta_test ) } -# --- Water Body --- -gen_glc_water <- function(beta_test = FALSE) { +#' Generate Water Body Raster Layers +#' +#' Represents inland and coastal water bodies (LC id 210), including lakes, reservoirs, +#' and rivers. This grouping excludes wetlands (181–187), focusing solely on standing or +#' flowing open water. +#' +#' @inheritParams prepare_glc_layers +#' @return Aggregated water body raster. +gen_glc_water <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = 210, beta_test = beta_test ) } + From 939d03badc1eb77c8ef2ec5d1bfbcc0224b6642a Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Mon, 27 Oct 2025 15:42:11 +0100 Subject: [PATCH 19/20] remove GLC folder -- necessary files pushed to R or data folders --- GLC_Processing/Beta_Testing.Rmd | 773 ------------------ GLC_Processing/GLCFC30.bib | 17 - GLC_Processing/GLC_FC30_downloadlinks.txt | 1 - GLC_Processing/GLC_FC30_v2_downloadlinks.txt | 38 - GLC_Processing/GLC_FCS30D UserGuides.pdf | Bin 441301 -> 0 bytes GLC_Processing/GLC_processing.Rmd | 329 -------- GLC_Processing/glc__newsource.R | 10 - .../isprs-annals-X-2-2024-137-2024.bib | 12 - 8 files changed, 1180 deletions(-) delete mode 100644 GLC_Processing/Beta_Testing.Rmd delete mode 100644 GLC_Processing/GLCFC30.bib delete mode 100644 GLC_Processing/GLC_FC30_downloadlinks.txt delete mode 100644 GLC_Processing/GLC_FC30_v2_downloadlinks.txt delete mode 100644 GLC_Processing/GLC_FCS30D UserGuides.pdf delete mode 100644 GLC_Processing/GLC_processing.Rmd delete mode 100644 GLC_Processing/glc__newsource.R delete mode 100644 GLC_Processing/isprs-annals-X-2-2024-137-2024.bib diff --git a/GLC_Processing/Beta_Testing.Rmd b/GLC_Processing/Beta_Testing.Rmd deleted file mode 100644 index 88bd8e2..0000000 --- a/GLC_Processing/Beta_Testing.Rmd +++ /dev/null @@ -1,773 +0,0 @@ -# Beta Testing - -To validate and refine the processing workflow for the **GLC_FCS30D dataset**, we begin with a **single beta-test folder**. Each folder represents one large extent (e.g., `GLCFC30D_19852022maps_E140-E145`) and contains approximately **34 sub-tiles**. Each sub-tile is a multi-band GeoTIFF with **23 annual layers** spanning **2000–2022**. - -The goal of this beta test is to design and validate the pipeline steps on a constrained subset of the data before scaling to all 36 global extents. - ---- - -## General Considerations: - -#### Structure of the GLC_FCS30D Raw Data - -The **GLC_FCS30D dataset** is distributed as **36 large tiles**, each provided as a compressed ZIP archive ranging in size from **1–8 GB**. - -- **Large tile coverage**: each ZIP archive spans a **5° × 5° longitude–latitude block** (e.g., `E140–E145`). -- **Sub-tiles inside each ZIP**: within each archive are **34 smaller GeoTIFF tiles**, each representing a **5° × 5° subregion** partitioned across latitude and longitude (e.g., `E140N0` through `E145S40`). Together, these sub-tiles fill the full spatial extent of the larger ZIP’s geographic coverage. -- **Temporal structure**: each sub-tile is a **multi-band GeoTIFF**, where each band corresponds to one year of land cover data spanning **2000–2022**. This results in **23 annual layers** per sub-tile. - -In summary, the dataset provides consistent global land cover coverage at 30 m resolution, organized hierarchically by **large geographic blocks → sub-tiles → annual layers**. - ---- - -#### Challenges from Raw Data Structure - -The challenge lies in translating the **GLC_FCS30D raw data structure** into an efficient, programmatic process that can scale globally. - -While similar coding has been successfully implemented for the **HILDE+ dataset**—a land cover dataset at a coarser **1 km resolution**—the preliminary functions used for HILDE+ (those preceding the computation of proportionality of land cover classifications within individual PRIO-GRID cells) do not translate directly to GLC. - -The reason is structural: -- **HILDE+**: Each year is already separated into its own GeoTIFF, and each file represents a single global tile. This makes direct yearly processing straightforward. -- **GLC_FCS30D**: Data are nested in a more complex hierarchy. A primary ZIP file contains ~35 sub-tiles, and each sub-tile is a multi-band GeoTIFF with 23 annual layers. This requires two levels of unpacking and relational mapping before analysis can begin. - -This represents a **two-order deficit in translation** between the two methods—making it infeasible to immediately apply prefabricated HILDE+ functions to GLC without significant restructuring. - ---- - -#### PRIO-GRID overlay assumptions -- Each sub-tile is expected to map approximately to a **10 × 10 grid of PRIO-GRID (PG) cells**, still with 23 year layers. -- This defines the spatial resolution bridge between the 30 m landcover data and the ~55 km PG grid. - -- `robust_transformation` utility: Resamples to PRIO-GRID resolution → ensures the output aligns to whole-degree increments (1°, 0.5°, 0.25°, 0.2°, etc.), which makes aggregation mathematically consistent across all tiles. - - - *res <- robust_transformation(res, agg_fun = "mean")* - ---- - -#### Filtering year range -- The user specifies a date range via **`pgoptions`**. -- For the beta test, we simplify to **2015–2020**. - -**Action step**: -- Implement a function (possibly adapted from HILDE or CRU code) to **rename raster layers by year** (2000–2022). -- Then, filter from the `annual` field in `pgoptions` to retain only the desired subset of years. -- Result: a 6-year stack (2015–2020) per sub-tile. - ---- - -#### Reclassify landcover categories -- Each sub-tile contains multiple landcover classes. -- To simplify, we will use a **classification dictionary** to merge many classes into fewer categories. - -**Action step**: -- Develop a default **landcover dictionary** (e.g., forest, cropland, urban, water). -- Keep the dictionary as a **parameter** so alternative mappings can be tested flexibly. - ---- - -#### Proportional extraction by PRIO-GRID cell -For each selected year in the sub-tile, apply a function to calculate: - -1. **PRIO-GRID ID**: assign `pg_id` for each cell intersecting the sub-tile. -2. **Proportion of PG cell covered**: - - Each PG cell may overlap partially with the sub-tile extent. - - Compute the percentage coverage per PG cell, expressed as a **confidence field**. - - Anticipated coverage: typically >95%, but lower values possible along boundaries. -3. **Proportional landcover share**: the fraction of each PG cell occupied by each landcover type. -4. **Parent file reference**: derive from the sub-tile filename (e.g., `GLC_FC30D_20002022_E140N0_Annual.tif` → `parent_file = "E140N0"`). -5. **Grandparent folder reference**: derive from the enclosing ZIP/folder name (e.g., `GLCFC30D_19852022maps_E140-E145` → `grandparent_folder = "E140-E145"`). - ---- - -#### Dataframe output -The resulting dataframe represents **one year of one landcover type from one sub-tile**. It includes: - -- `pg_id` — PRIO-GRID cell ID -- `year` — year of data (filtered to 2015–2020 in this test) -- `landcover_type` — class after dictionary reclassification -- `p_lc_area` — proportional area share of the PG cell covered by the landcover type -- `confidence` — coverage proportion of PG cell relative to the sub-tile -- `parent_file` — sub-tile code (e.g., `E140N0`) -- `grandparent_folder` — parent folder extent (e.g., `E140-E145`) - ---- - -## Operational Tasks - - -### Hierarchy of Loops - -The workflow for processing **GLC_FCS30D** landcover data is structured in **four stages** and **three looping levels**: - -- **Stage One: Data download** - Functions used: `zen_filelist`, `split_by_extension`, and `zen_download`. - > *Note: this may present unique chokepoints for the standard **ingestion and documentation** process but reflects agreed-upon tasking from @andreas in a meeting Friday (26 Sept). This documentation presents transparency to @Jonas in approving the *non-standardised* procedure, implemented to conserve download time and maintain efficiency in beta testing these GLC landcover variables for PSI.* - -- **First Level:** - Following the download to disk, a zipped folder contains 1 of 36 subglobal extents. The first level of looping operations concentrates on the sub-tile extent of an individual file contained within the zipped folder — what we define as the *primary extent*. - -- **Second Level:** - Operations that consolidate a data feature to the *primary extent*, this level of analysis. - -- **Third Level (Global extent):** - Operations for levels 1 and 2 are repeated across all folders (primary extents) that are available or retrieved from the Stage One download operation, reaching the global extent of PRIO-GRID. - ---- - -### Tasks Performed Within Looping Heirarchy - -**Ingestion Level Preprocessing Tasks** -#### A: Construct `read` function - -**First Level Tasks** - -#### Step 1. Process all years of interest -- Input: one sub-tile with 23 layers (2000–2022). -- Filter to `pgoptions` annual range (e.g., 2015–2020). -- Rename bands to match years. -- Output: stack of selected annual layers. - -#### Step 2. Reclassify landcover -- Apply dictionary mapping 30+ native classes → reduced set (e.g., 6 categories). -- Keep dictionary flexible (parameter). -- Output: reclassified raster stack. - -#### Step 3. Overlay PRIO-GRID -- Intersect sub-tile extent with PG polygons (~10×10 cells). -- For each PG cell and each year: - - calculate proportional coverage (→ `confidence`) - - calculate proportional area per landcover type (→ `p_lc_area`). - -#### Step 4. Add metadata -- Attach `pg_id`, `year`, `landcover_type`, `parent_file`, `grandparent_folder`. -- Output: tidy dataframe (long format). - -#### Step 5. Write incrementally -- Append dataframe to disk in **Parquet** or **Feather** format. -- Use `arrow::write_dataset()` or `arrow::write_parquet()` for efficient appending. -- After writing, clear memory. - -#### Step 6. Repeat across sub-tiles -- Move to next sub-tile. -- Run Steps 1–5. -- Append results into the same dataset file. - -#### Step 7. Complete folder extent -- After 34 sub-tiles are processed, the result is a **single dataset covering the folder extent** (e.g., `E140–E145`). -- Dataset is tidy long format: all years × all landcover classes × all PG cells for that extent. - -#### Step 8. Scale to global -- Repeat Steps 1–7 for all 36 global ZIP folders. -- Final output: unified dataset (Parquet/Feather) covering all extents. -- Supports efficient queries by `pg_id`, `year`, or `landcover_type`. - -```{r} - - -#' Reads the GLC v2 dataset -#' -#' -#' -#' @return an object of class sf -#' @export -#' -#' @references -#' \insertRef{winklerHILDAGlobalLand2020}{priogrid} -read_glc_v2 <- function(beta_test = FALSE) { - # Base dataset directory - f <- file.path( - "/Volumes/T7/PRIOGRID", - "GLC_FCS30", - "v2", - "7f03a296-4329-4458-8b62-83c3d27530af" - ) - - # ---- Identify zip files ---- - zips <- list.files(f, pattern = "\\.zip$", full.names = TRUE) - - # Optional beta test: only process first 2 zips - if (beta_test) { - message("Running in beta test mode: limiting to first two zip files.") - zips <- head(zips, 2) - } - - # ---- Unzip only if not already unzipped ---- - unzipped_dirs <- vapply(zips, function(z) { - target_dir <- sub("\\.zip$", "", z) - if (!dir.exists(target_dir)) { - message("Unzipping ", basename(z)) - unzip(z, exdir = target_dir) - } else { - message("Skipping (already unzipped): ", basename(z)) - } - return(target_dir) - }, FUN.VALUE = character(1)) - - # ---- Gather all annual (not 5-year) TIFFs ---- - tif_files <- list.files( - unzipped_dirs, - pattern = "\\.tif$", - full.names = TRUE, - recursive = TRUE - ) - tif_files <- tif_files[!grepl("5years", basename(tif_files), ignore.case = TRUE)] - - return(tif_files) - - # ---- Stack lazily ---- - # r <- terra::rast(tif_files) -} - - -``` - - -```{r} -tif_files = read_glc_v2(beta_test = TRUE) -``` - -Next incorporate: -```{r} -library(terra) - -``` - -```{r} -tif_files -``` -```{r} -prepare_glc_layers <- function(tif_files) { - library(terra) - library(lubridate) - - # ---- Step 1: Load and rename rasters by year range ---- - ras_list <- vector("list", length(tif_files)) - - for (i in seq_along(tif_files)) { - r_i <- rast(tif_files[i]) - fname <- basename(tif_files[i]) - - # Parse start and end years from filename - start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) - end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) - end_year <- as.numeric(substr(end_year, 5, 8)) - - # Build the sequence of years - years <- seq(start_year, end_year) - - # Rename layers safely - names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] - - ras_list[[i]] <- r_i - } - - # ---- Step 2: Filter layers by PRIO-GRID years ---- - years_to_keep <- year(pg_dates()) |> unique() - - ras_list_filtered <- lapply(ras_list, function(r) { - raw_names <- names(r) - layer_years <- suppressWarnings(as.numeric(gsub("\\D", "", raw_names))) - keep_layers <- layer_years %in% years_to_keep - - if (any(keep_layers)) { - r <- r[[keep_layers]] - names(r) <- layer_years[keep_layers] - } else { - warning("No matching years found for raster: ", sources(r)) - r <- NULL - } - return(r) - }) - - # Remove NULL rasters - ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) - - # ---- Step 3: Rename to full YYYY-MM-DD format ---- - month_to_use <- pg_dates() |> month() |> max() - day_to_use <- pg_dates() |> day() |> max() - - ras_list_filtered <- lapply(ras_list_filtered, function(r) { - yrs <- as.numeric(names(r)) - names(r) <- as.Date(paste(yrs, month_to_use, day_to_use, sep = "-")) - return(r) - }) - - # ---- Return processed rasters ---- - message("Layer preparation complete. Returning filtered raster list.") - return(ras_list_filtered) -} - -``` - - -```{r} -ras_list_filtered <- prepare_glc_layers(tif_files) -``` - -```{r} -ras_list_filtered -``` - -```{r} -# Step 3: Verify results -# -------------------------------------- - -# 1️⃣ Check how many raster tiles were returned -length(ras_list_filtered) - -# 2️⃣ Check the number of layers per raster (should match pg_dates() years) -sapply(ras_list_filtered, nlyr) - -# 3️⃣ Inspect the first raster's layer names -head(names(ras_list_filtered[[1]])) - -# 4️⃣ Inspect the full date range for the first raster -range(names(ras_list_filtered[[1]])) - -# 5️⃣ Optional — quick visual preview of one raster layer -plot(ras_list_filtered[[1]][[1]], main = names(ras_list_filtered[[1]])[1]) -``` -```{r} -class(ras_list_filtered) -class(ras_list_filtered[[1]]) - -# Inspect the CRS, extent, and resolution of your rasters -crs_list <- sapply(ras_list_filtered, function(r) as.character(terra::crs(r))) -ext_list <- lapply(ras_list_filtered, terra::ext) -res_list <- lapply(ras_list_filtered, terra::res) - -# Check CRS consistency -unique(crs_list) - -# Compare resolutions -unique(do.call(rbind, res_list)) - -# Compare extents -ext_summary <- do.call(rbind, lapply(ext_list, function(e) as.numeric(e))) -colnames(ext_summary) <- c("xmin", "xmax", "ymin", "ymax") - -summary(ext_summary) - -``` - -```{r} -inspect_glc_tiles <- function(beta_test = TRUE, sample_n = NULL) { - # Read and prepare tiles (same process as your main workflow) - tif_files <- read_glc_v2(beta_test = beta_test) - ras_list_filtered <- prepare_glc_layers(tif_files) - - message("Inspecting ", length(ras_list_filtered), " GLC tiles...") - - # Optionally inspect only a subset (for speed) - if (!is.null(sample_n)) { - ras_list_filtered <- ras_list_filtered[seq_len(min(sample_n, length(ras_list_filtered)))] - } - - # Create a summary data frame - stats_list <- lapply(seq_along(ras_list_filtered), function(i) { - r <- ras_list_filtered[[i]] - fname <- basename(sources(r)) - message("Checking tile ", i, "/", length(ras_list_filtered), ": ", fname) - - # Get unique values across all layers (quick sample if huge) - values_sample <- tryCatch({ - terra::values(r, mat = FALSE) - }, error = function(e) { - message(" ⚠️ Could not read values for ", fname, ": ", e$message) - return(NULL) - }) - - if (is.null(values_sample)) return(NULL) - - # Flatten and summarize - tab <- table(values_sample, useNA = "no") - tab_df <- data.frame( - tile = fname, - class_value = as.integer(names(tab)), - count = as.numeric(tab) - ) - - tab_df$total_pixels <- sum(tab_df$count) - tab_df$prop <- tab_df$count / tab_df$total_pixels - tab_df - }) - - # Combine results - stats_df <- do.call(rbind, Filter(Negate(is.null), stats_list)) - - message("Inspection complete.") - return(stats_df) -} - -``` - -```{r} -glc_summary <- inspect_glc_tiles(beta_test = TRUE, sample_n = 5) -head(glc_summary) - -``` -```{r} -robust_glc_landcover <- function(landcovertype, beta_test = FALSE) { - memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac - terra::terraOptions(memfrac = 0.8) - - # Read and prepare tiles - tif_files <- read_glc_v2(beta_test = beta_test) - ras_list_filtered <- prepare_glc_layers(tif_files) - - message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Each tile will be processed via robust_transformation.\n") - - # Apply robust transformation to each tile - transformed_tiles <- lapply(seq_along(ras_list_filtered), function(i) { - tile <- ras_list_filtered[[i]] - tile_name <- names(ras_list_filtered)[i] %||% paste0("Tile_", i) - - message(i, "/", length(ras_list_filtered), "] Processing ", tile_name) - - tryCatch({ - res_tile <- robust_transformation( - tile, - function(x) mean(x %in% landcovertype, na.rm = TRUE) - ) - gc() - res_tile - }, error = function(e) { - message("Skipping problematic tile: ", tile_name, " — ", e$message) - NULL - }) - }) - - # Drop NULLs - transformed_tiles <- Filter(Negate(is.null), transformed_tiles) - - # Merge results - if (length(transformed_tiles) > 1) { - message("\n Merging ", length(transformed_tiles), " aggregated tiles...") - res <- do.call(terra::merge, transformed_tiles) - } else { - res <- transformed_tiles[[1]] - } - - message("Landcover computation complete.") - terra::terraOptions(memfrac = memfrac_option) - return(res) -} - -``` - - -```{r} -glc_landcover <- function(landcovertype, beta_test = FALSE) { - memfrac_option <- terra::terraOptions(verbose = FALSE)$memfrac - terra::terraOptions(memfrac = 0.8) - - # 1️⃣ Read and prepare tiles - tif_files <- read_glc_v2(beta_test = beta_test) - ras_list_filtered <- prepare_glc_layers(tif_files) - - message("Running landcover computation on ", length(ras_list_filtered), " tiles.") - message("Each tile will be processed per layer to preserve temporal information.\n") - - # Ensure CRS consistency - #ras_list_filtered <- lapply(ras_list_filtered, function(r) { - # if (is.na(terra::crs(r))) { - # terra::crs(r) <- "EPSG:4326" - # } - # r - #} - - # 3️⃣ Define helper for one tile - process_tile <- function(tile, landcovertype) { - layer_results <- lapply(1:terra::nlyr(tile), function(k) { - lyr <- tile[[k]] - terra::aggregate( - lyr, - fact = 1830, # 30 m → ~55 km - fun = function(x) mean(x %in% landcovertype, na.rm = TRUE) - ) - }) - names(layer_results) <- names(tile) - terra::rast(layer_results) - } - - # 4️⃣ Process tiles safely - tile_results <- vector("list", length(ras_list_filtered)) - for (i in seq_along(ras_list_filtered)) { - tile_name <- basename(sources(ras_list_filtered[[i]])) - message("⏳ [", i, "/", length(ras_list_filtered), "] Processing tile: ", tile_name) - - tile_results[[i]] <- tryCatch( - process_tile(ras_list_filtered[[i]], landcovertype), - error = function(e) { - message(" ⚠️ Skipping problematic tile: ", tile_name, " — ", e$message) - NULL - } - ) - - gc() - } - - # 5️⃣ Drop NULLs and merge tiles spatially - tile_results <- Filter(Negate(is.null), tile_results) - - if (length(tile_results) > 1) { - message("\n🧩 Merging ", length(tile_results), " aggregated tiles into a single spatial raster...") - res <- do.call(terra::merge, tile_results) - } else { - res <- tile_results[[1]] - } - - message("✅ Landcover computation complete.") - terra::terraOptions(memfrac = memfrac_option) - return(res) -} - - -``` - - -```{r} -# Load first raster tile from your GLC beta test set -r <- rast(tif_files[1]) - -cat("\n🧭 Inspecting raster:", basename(tif_files[1]), "\n") -cat("--------------------------------------------------\n") - -# 1️⃣ Check if the raster is categorical -is_cat <- terra::is.factor(r) -cat("Is this a categorical (factor) raster? ", is_cat, "\n") - -# 2️⃣ Check number of layers -num_layers <- terra::nlyr(r) -cat("Number of layers: ", num_layers, "\n") - -# 3️⃣ See CRS and extent (just for orientation) -cat("CRS: ", terra::crs(r), "\n") -cat("Extent: ", toString(terra::ext(r)), "\n") - -# 4️⃣ Data type (e.g., INT1U, INT2S, FLT4S, etc.) -cat("Data type: ", terra::datatype(r), "\n") - -# 5️⃣ Peek at unique values (first layer only) -cat("\nUnique values in first layer (showing first 50):\n") -print(head(terra::unique(r[[1]], na.rm = TRUE), 50)) - -``` - - -```{r} -# --- Cropland --- -gen_glc_cropland <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = c(10, 11, 12, 20), - beta_test = beta_test - ) -} - -# --- Forest --- -gen_glc_forest <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = c(51, 52, 61, 62, 71, 72, 81, 82, 91, 92), - beta_test = beta_test - ) -} - -# --- Shrubland --- -gen_glc_shrubland <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = c(120, 121, 122, 150, 152), - beta_test = beta_test - ) -} - -# --- Grassland --- -gen_glc_grassland <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = c(130, 153), - beta_test = beta_test - ) -} - -# --- Wetland --- -gen_glc_wetland <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = c(181, 182, 183, 184, 185, 186, 187), - beta_test = beta_test - ) -} - -# --- Built-up / Urban --- -gen_glc_builtup <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = 190, - beta_test = beta_test - ) -} - -# --- Water Body --- -gen_glc_water <- function(beta_test = FALSE) { - glc_landcover( - landcovertype = 210, - beta_test = beta_test - ) -} - -``` - - -```{r} -gen_glc_shrubland(beta_test = TRUE) -``` - - - -### Sandbox: - -```{r} -# Create a list to hold renamed rasters -ras_list <- vector("list", length(tif_files)) - -for (i in seq_along(tif_files)) { - # Load one tif lazily - r_i <- rast(tif_files[i]) - fname <- basename(tif_files[i]) - - # Parse start and end years from filename - start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) - end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) - end_year <- as.numeric(substr(end_year, 5, 8)) - - # Build the sequence of years - years <- seq(start_year, end_year) - - # Rename layers safely - names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] - - # Store renamed raster in list - ras_list[[i]] <- r_i -} - -# Inspect one example -names(ras_list[[30]])[1:10] - -``` -## Step 2 -```{r} -# Replace your previous filter step with this improved one -years_to_keep <- lubridate::year(pg_dates()) |> unique() - -ras_list_filtered <- lapply(ras_list, function(r) { - # Clean up names BEFORE filtering - raw_names <- names(r) - layer_years <- suppressWarnings(as.numeric(gsub("\\D", "", raw_names))) - - # Now filter - keep_layers <- layer_years %in% years_to_keep - - if (any(keep_layers)) { - r <- r[[keep_layers]] - names(r) <- layer_years[keep_layers] # overwrite with clean numeric years - } else { - warning("No matching years found for raster: ", sources(r)) - r <- NULL - } - - return(r) -}) -``` - -## Step 3 -```{r} -# Continue with downstream steps (unchanged) -ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) - -month_to_use <- pg_dates() |> lubridate::month() |> max() -day_to_use <- pg_dates() |> lubridate::day() |> max() - -# Rename to full date labels (safe) -ras_list_filtered <- lapply(ras_list_filtered, function(r) { - yrs <- as.numeric(names(r)) - names(r) <- as.Date(paste(yrs, month_to_use, day_to_use, sep = "-")) - return(r) -}) - -``` - -```{r} -# Inspect the layer names from the first raster -head(names(ras_list_filtered[[1]])) - -``` - - -```{r} -library(terra) - -# Path to your example tif -f <- "/Volumes/T7/PRIOGRID/GLC_FCS30/v2/7f03a296-4329-4458-8b62-83c3d27530af/GLC_FCS30D_19852022maps_E0-E5/GLC_FCS30D_20002022_E0N50_Annual_V1.1.tif" - -# Load the file lazily -r <- rast(f) - -# Check metadata -r - -# Extract start/end years from filename -fname <- basename(f) -start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) -end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) -end_year <- as.numeric(substr(end_year, 5, 8)) # just last 4 digits - -# Build sequence of years -years <- seq(start_year, end_year) - -# Assign layer names as actual years -names(r) <- years - -# Check first few -names(r)[1:23] - -``` - -```{r} -f <- "/Volumes/T7/PRIOGRID/GLC_FCS30/v2/7f03a296-4329-4458-8b62-83c3d27530af/GLC_FCS30D_19852022maps_E0-E5/GLC_FCS30D_20002022_E0N50_Annual_V1.1.tif" -r <- rast(f) - -# Extract start/end years from filename -fname <- basename(f) -start_year <- as.numeric(sub(".*_(\\d{4})\\d{4}.*", "\\1", fname)) -end_year <- as.numeric(sub(".*_(\\d{8}).*", "\\1", fname)) -end_year <- as.numeric(substr(end_year, 5, 8)) # just last 4 digits - -# Build sequence of years -years <- seq(start_year, end_year) - -# Assign layer names as actual years -names(r) <- years - -# Check first few -names(r)[1:10] -``` - - -```{r} -ras_list_filtered <- prepare_glc_layers(beta_test = TRUE,foldersize = 1, n_tifs = 2) - -``` - -```{r} -ras_list_filtered -``` - - -```{r} -# 1. Load the raster normally -lyr <- tile[[1]] - -# 2. Check alignment between raster and PRIO-GRID -pg <- pg_raster() # or whatever your PRIO reference raster is -terra::compareGeom(lyr, pg) - -``` - diff --git a/GLC_Processing/GLCFC30.bib b/GLC_Processing/GLCFC30.bib deleted file mode 100644 index f1d3349..0000000 --- a/GLC_Processing/GLCFC30.bib +++ /dev/null @@ -1,17 +0,0 @@ -@article{zhang_glc_fcs30_2021, - title = {{GLC}\_FCS30: global land-cover product with fine classification system at 30\ m using time-series {Landsat} imagery}, - volume = {13}, - issn = {1866-3508}, - shorttitle = {{GLC}\_FCS30}, - url = {https://essd.copernicus.org/articles/13/2753/2021/}, - doi = {10.5194/essd-13-2753-2021}, - abstract = {Over past decades, a lot of global land-cover products have been released; however, these still lack a global land-cover map with a fine classification system and spatial resolution simultaneously. In this study, a novel global 30 m land-cover classification with a fine classification system for the year 2015 (GLC\_FCS30-2015) was produced by combining time series of Landsat imagery and high-quality training data from the GSPECLib (Global Spatial Temporal Spectra Library) on the Google Earth Engine computing platform. First, the global training data from the GSPECLib were developed by applying a series of rigorous filters to the CCI\_LC (Climate Change Initiative Global Land Cover) land-cover and MCD43A4 NBAR products (MODIS Nadir Bidirectional Reflectance Distribution Function-Adjusted Reflectance). Secondly, a local adaptive random forest model was built for each 5∘×5∘ geographical tile by using the multi-temporal Landsat spectral and texture features and the corresponding training data, and the GLC\_FCS30-2015 land-cover product containing 30 land-cover types was generated for each tile. Lastly, the GLC\_FCS30-2015 was validated using three different validation systems (containing different land-cover details) using 44 043 validation samples. The validation results indicated that the GLC\_FCS30-2015 achieved an overall accuracy of 82.5 \% and a kappa coefficient of 0.784 for the level-0 validation system (9 basic land-cover types), an overall accuracy of 71.4 \% and kappa coefficient of 0.686 for the UN-LCCS (United Nations Land Cover Classification System) level-1 system (16 LCCS land-cover types), and an overall accuracy of 68.7 \% and kappa coefficient of 0.662 for the UN-LCCS level-2 system (24 fine land-cover types). The comparisons against other land-cover products (CCI\_LC, MCD12Q1, FROM\_GLC, and GlobeLand30) indicated that GLC\_FCS30-2015 provides more spatial details than CCI\_LC-2015 and MCD12Q1-2015 and a greater diversity of land-cover types than FROM\_GLC-2015 and GlobeLand30-2010. They also showed that GLC\_FCS30-2015 achieved the best overall accuracy of 82.5 \% against FROM\_GLC-2015 of 59.1 \% and GlobeLand30-2010 of 75.9 \%. Therefore, it is concluded that the GLC\_FCS30-2015 product is the first global land-cover dataset that provides a fine classification system (containing 16 global LCCS land-cover types as well as 14 detailed and regional land-cover types) with high classification accuracy at 30 m. The GLC\_FCS30-2015 global land-cover products produced in this paper are free access at https://doi.org/10.5281/zenodo.3986872 (Liu et al., 2020).}, - language = {English}, - number = {6}, - urldate = {2025-09-25}, - journal = {Earth System Science Data}, - author = {Zhang, Xiao and Liu, Liangyun and Chen, Xidong and Gao, Yuan and Xie, Shuai and Mi, Jun}, - month = jun, - year = {2021}, - pages = {2753--2776}, -} diff --git a/GLC_Processing/GLC_FC30_downloadlinks.txt b/GLC_Processing/GLC_FC30_downloadlinks.txt deleted file mode 100644 index 40b02cc..0000000 --- a/GLC_Processing/GLC_FC30_downloadlinks.txt +++ /dev/null @@ -1 +0,0 @@ -https://zenodo.org/records/8239305/files/GLC_FCS30D_19852022maps_E140-E145.zip?download=1 diff --git a/GLC_Processing/GLC_FC30_v2_downloadlinks.txt b/GLC_Processing/GLC_FC30_v2_downloadlinks.txt deleted file mode 100644 index 8e5eb6d..0000000 --- a/GLC_Processing/GLC_FC30_v2_downloadlinks.txt +++ /dev/null @@ -1,38 +0,0 @@ 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z4?wskf#(c(&Vc6(c+P<540z6f=L~qxfamEM*ow&Q;ZGL&Exau^*i;)e0%4R0CWAZ)T#`3oZo^ nrow(files_df))) stop("Index out of range.") - files_df <- files_df[index, , drop = FALSE] - } - - # download with resume - for (i in seq_len(nrow(files_df))) { - dest <- file.path(outdir, files_df$filename[i]) - url <- files_df$url[i] - - message("Downloading: ", files_df$filename[i]) - - # if file already exists, resume from where it left off - if (file.exists(dest)) { - existing_size <- file.size(dest) - message(" → Resuming from ", round(existing_size / 1e6, 1), " MB") - - h <- curl::new_handle() - curl::handle_setopt(h, - noprogress = FALSE, - low_speed_time = 1800, # tolerate 30 min stalls - low_speed_limit = 1, - range = paste0(existing_size, "-")) - - curl::curl_download(url, destfile = dest, mode = "ab", quiet = FALSE, handle = h) - - } else { - # fresh download - h <- curl::new_handle() - curl::handle_setopt(h, - noprogress = FALSE, - low_speed_time = 1800, - low_speed_limit = 1) - - curl::curl_download(url, destfile = dest, mode = "wb", quiet = FALSE, handle = h) - } - } - - return(invisible(files_df)) -} - -``` - -```{r} -zen_download(15063683, index = 21, outdir = "downloads") -``` - -## Mapping the BETA Tiles to PG - -```{r} - # Generate PRIO-GRID raster and convert to vector - pg_grid <- prio_blank_grid() - pg_grid[] <- as.integer(round(pg_grid[])) - names(pg_grid) <- "pg_id" - pg_vect <- as.polygons(pg_grid, na.rm = TRUE) - names(pg_vect) <- "pg_id" -``` - -#### Map the PG Vector - -```{r} -plot(pg_vect["pg_id"], main = "PRIO-GRID Polygons", reset = FALSE) - -``` - -```{r} -library(terra) -library(sf) - -# --- Step 1: Pick a year (say the first band = 2000) --- -r2000 <- r[[1]] # or use the band index for the year you want -names(r2000) <- "landcover_2000" - -# --- Step 2: Get PRIO-GRID polygons --- -pg_grid <- prio_blank_grid() -pg_grid[] <- as.integer(round(pg_grid[])) -names(pg_grid) <- "pg_id" -pg_vect <- as.polygons(pg_grid, na.rm = TRUE) -pg_sf <- st_as_sf(pg_vect) - -# --- Step 3: Plot raster + overlay grid --- -plot(r2000, main = "Landcover 2000 with PRIO-GRID overlay") -plot(pg_vect, add = TRUE, border = "red", lwd = 0.2) # thin red grid lines - -``` - - - -### Structure of the GLC_FCS30D Raw Data - -The **GLC_FCS30D dataset** is distributed as **36 large tiles**, each provided as a compressed ZIP archive ranging in size from **1–8 GB**. - -- **Large tile coverage**: each ZIP archive spans a **5° × 5° longitude–latitude block** (e.g., `E140–E145`). -- **Sub-tiles inside each ZIP**: within each archive are **34 smaller GeoTIFF tiles**, each representing a **5° × 5° subregion** partitioned across latitude and longitude (e.g., `E140N0` through `E145S40`). Together, these sub-tiles fill the full spatial extent of the larger ZIP’s geographic coverage. -- **Temporal structure**: each sub-tile is a **multi-band GeoTIFF**, where each band corresponds to one year of land cover data spanning **2000–2022**. This results in **23 annual layers** per sub-tile. - -In summary, the dataset provides consistent global land cover coverage at 30 m resolution, organized hierarchically by **large geographic blocks → sub-tiles → annual layers**. - -### Challenges from Raw Data Structure - -The challenge lies in translating the **GLC_FCS30D raw data structure** into an efficient, programmatic process that can scale globally. - -While similar coding has been successfully implemented for the **HILDE+ dataset**—a land cover dataset at a coarser **1 km resolution**—the preliminary functions used for HILDE+ (those preceding the computation of proportionality of land cover classifications within individual PRIO-GRID cells) do not translate directly to GLC. - -The reason is structural: -- **HILDE+**: Each year is already separated into its own GeoTIFF, and each file represents a single global tile. This makes direct yearly processing straightforward. -- **GLC_FCS30D**: Data are nested in a more complex hierarchy. A primary ZIP file contains ~35 sub-tiles, and each sub-tile is a multi-band GeoTIFF with 23 annual layers. This requires two levels of unpacking and relational mapping before analysis can begin. - -This represents a **two-order deficit in translation** between the two methods—making it infeasible to immediately apply prefabricated HILDE+ functions to GLC without significant restructuring. - -#### ***Referencing HILDE+ Functions*** - -The HILDE+ workflow provides a useful conceptual template but cannot be applied wholesale. Adapting it requires acknowledging both the finer resolution of GLC (30 m vs. 1 km) and its more intricate raw data structure. - -### Fidelity of PRIO-GRID Overlay - -The **PRIO-GRID (PG)** framework provides a standardized spatial unit with a resolution of approximately **55 km × 55 km** at the equator. - -When overlaid onto a **GLC_FCS30D sub-tile** (5° × 5° extent, roughly 550 km per side), the correspondence is close to a **10 × 10 matrix of PRIO-GRID cells** per sub-tile. - -This relationship highlights that each sub-tile contains about **100 PRIO-GRID cells**, allowing for systematic aggregation of the 30 m land cover information into coarser, globally consistent grid cells. - -### Comparability of Tiling: Referenced from HILDE+ - -#### Summary: - -The **HILDE+ workflow** applies batch processing through the function `generate_tiles_checked` to reduce memory usage and computation time when generating a global SpatRaster output. This tiling strategy allows global coverage to be processed in manageable chunks rather than as a single, monolithic raster. - -In the **GLC_FCS30D dataset**, a comparable tiling logic is **natively embedded** in the raw data structure. Each large ZIP file is already partitioned into multiple sub-tiles, which naturally constrain spatial extent and size. Although the number of tiles in GLC exceeds those constructed for HILDE+, the underlying principle is the same: divide global coverage into smaller spatial units to ensure tractable processing. - -This built-in tiling obviates the need to construct a global mosaic for each year—an operation that would be prohibitively **memory-intensive and computationally expensive** within the R environment. Instead, processing can proceed directly at the sub-tile level, leveraging the dataset’s inherent spatial partitioning to maintain efficiency. - - -#### What is consistent between the current logic and the GLC case? - -**Spatial tiling as a strategy** -In the current function (`generate_tiles_checked` + `process_landcover_in_tiles_proportional`), the workflow avoids handling a global raster at once by splitting into tiles and looping tile-by-tile. - -In the **GLC data**, this strategy is effectively pre-packaged: the dataset is already delivered as large ZIP files (primary tiles), which themselves are subdivided into smaller sub-tiles (GeoTIFFs). Conceptually, this aligns with the existing approach: process manageable units sequentially and then aggregate. - -**Aggregation up to PRIO-GRID** -The current process extracts raster values within each PRIO-GRID polygon, calculates areas, and returns proportional landcover shares. This logic still works with GLC: whether the raster tile comes from HILDE+ (1 km global tiles) or GLC (30 m subtile TIFFs), the proportional aggregation logic per `pg_id` remains the same. - -**Hierarchical processing and consolidation** -The pipeline already produces per-tile results → combines to an annual result → checks coverage. GLC requires the same nesting, but at two levels: -- Sub-tile (TIF, 23 bands) -- Parent ZIP extent (collection of sub-tiles) -- Global consolidation (36 ZIPs) - -This is essentially the same scaffolding, with an added level of looping. - ---- - -#### What is different (and requires careful design)? - -**Temporal dimension** -- *HILDE+*: One TIFF per year (straightforward). -- *GLC*: One multi-band TIFF with 23 years inside. - - This requires an inner loop over raster layers (bands) for each year, or a strategy to split them once and reuse. - -**Two-order tiling** -- Current code assumes one tiling system created programmatically (HILDE+ global raster → artificial tiles). -- GLC uses native, nested tiling: ZIP → sub-tiles. The hierarchy must be respected; `generate_tiles_checked()` cannot simply be reused. - -**Data volume** -- A single sub-tile is ~34 TIFFs × 23 bands → heavy but tractable. -- All 36 ZIPs = >1,000 multi-band files → far heavier than HILDE+. -- Efficient reading (band-wise streaming, disk-based iteration) will matter much more. - ---- - -#### Is the logic sound for scaling up? - -Yes, the skeleton logic is sound: -- Sub-tile → PG extraction → proportional area → aggregate upward. -- This matches both the HILDE+ approach and the way GLC is delivered. - -But scaling will stress-test three factors: -1. **Disk and memory management**: Avoid loading all 34 sub-tiles × 23 layers at once. Process one sub-tile × one year at a time. -2. **Book-keeping of hierarchy**: Results must carry metadata for sub-tile ID, parent ZIP extent, and year. Without this, later aggregation will get messy. -3. **Performance**: With >1,000 files, batching and possibly parallelization will be needed for realistic execution beyond a single “beta test” folder. - ---- - -#### Recommendation - -The logic of the process applied to GLC is correct and consistent, but it requires **structural adaptation**: - -- Treat each sub-tile GeoTIFF as the basic processing unit (not arbitrary tiles you generate). -- Add a loop over years (bands) inside the subtile processing function. -- Aggregate results from sub-tiles → ZIP extent → global. -- Design the data frame so each row has: - -pg_id | landcover_type | year | zip_extent_id | subtile_id | p_area | area_km2 - - -- With this structure, final consolidation is straightforward: `bind_rows()` across all sub-tile outputs. - - - - - - diff --git a/GLC_Processing/glc__newsource.R b/GLC_Processing/glc__newsource.R deleted file mode 100644 index 8b0cb0b..0000000 --- a/GLC_Processing/glc__newsource.R +++ /dev/null @@ -1,10 +0,0 @@ -new_source <- Source$new( source_name = "GLC_FCS30", - source_version = "v2", - license = "CC BY 4.0", - website_url = "https://zenodo.org/records/15063683", - spatial_extent = "World", - temporal_resolution = "Yearly", - citation_keys = "Liu_glc_fcs30_v2_2022", # Semi-colon separated if multiple - download_url = "/Users/gbenz/Documents/priogrid/pg_git/GLC_Processing/GLC_FC30_v2_downloadlinks.txt", - tags = "landcover") - diff --git a/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib b/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib deleted file mode 100644 index 096f4f4..0000000 --- a/GLC_Processing/isprs-annals-X-2-2024-137-2024.bib +++ /dev/null @@ -1,12 +0,0 @@ -@article{Liu_glc_fcs30_v2_2022, - title = {Algorithm, Progresses, Datasets and Validation of GLC_FCS30D: the first global 30 m land-cover dynamic product with fine classification system from 1985 to 2022}, - volume = {2}, - shorttitle = {{GLC}\_FCS30\_v2}, - url = {https://isprs-annals.copernicus.org/articles/X-2-2024/137/2024/}, - doi = {10.5194/isprs-annals-X-2-2024-137-2024}, - language = {English}, - journal = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences}, - author = {Liu, L. and Zhang, X.} - year = {2024}, - pages = {137-143}, -} From d817764399291c509ad483524d7b46099a224376 Mon Sep 17 00:00:00 2001 From: gbenz23 Date: Thu, 30 Oct 2025 12:31:22 +0100 Subject: [PATCH 20/20] responds to krihelskog PR comments --- R/data_glc.R | 65 ++++++++++++++++++++++++++-------------------------- 1 file changed, 33 insertions(+), 32 deletions(-) diff --git a/R/data_glc.R b/R/data_glc.R index da773fa..7b92984 100644 --- a/R/data_glc.R +++ b/R/data_glc.R @@ -53,7 +53,6 @@ #' # tif_files <- read_glc_v2(beta_test = TRUE, foldersize = 2) #' #' @export -#' read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { # Base dataset directory @@ -133,17 +132,29 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { #' are passed to \code{glc_landcover()} or \code{robust_glc_landcover()}. It is designed #' to minimize memory use and provide clear diagnostics on mismatched years. #' -#' @param beta_test Logical; if TRUE, runs in test mode and may load a reduced number of tiles. -#' @param foldersize Optional integer specifying the batch size for reading tiles -#' (used to control memory usage during large-scale operations). -#' @param n_tifs Optional integer limiting how many TIFF files are processed, typically -#' for debugging or lightweight validation. +#' @param beta_test Logical; if TRUE, enables a lightweight test mode that restricts +#' processing to a filtered subset of GLC folders. This option is useful for quick +#' diagnostics or verifying code functionality without loading the full dataset. +#' +#' @param foldersize Optional integer specifying the number of GLC folders (each +#' corresponding to a subglobal 5×5° tile group) to include in a batch. This +#' parameter controls how many folder-level batches are processed and can be +#' adjusted to balance performance and memory constraints during large-scale runs. +#' +#' @param n_tifs Optional integer specifying the total number of individual TIFF +#' files (subtiles) to process across all selected folders. While \code{beta_test} +#' limits the number of folders processed and \code{foldersize} controls the batch +#' size of those folders, \code{n_tifs} restricts the number of individual TIFFs +#' loaded within them. This enables granular testing on smaller subsets of the full +#' GLC catalog—comprising 36 folders with 32 TIFFs per folder—where each TIFF +#' contains over 30 years of landcover layers. Setting this parameter can +#' substantially reduce memory use and speed up development or validation runs. #' #' @return A named list of filtered \code{SpatRaster} objects. Each raster contains #' annual layers with standardized names corresponding to valid PRIO-GRID years. #' #' @seealso -#' \code{\link{read_glc_v2}} for loading raw GLC files, +#' \code{\link{read_glc_v2}} for retrieving raw GLC files, #' \code{\link{glc_landcover}} and \code{\link{robust_glc_landcover}} for aggregation. #' #' @examples @@ -154,10 +165,7 @@ read_glc_v2 <- function(beta_test = FALSE, foldersize = NULL) { #' # names(rasters[[1]]) #' #' @export - prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { - library(terra) - library(lubridate) # ---- Step 1: Read TIFF files from GLC folders ---- tif_files <- read_glc_v2(beta_test = beta_test, foldersize = foldersize) @@ -178,7 +186,7 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU ras_list <- vector("list", length(tif_files)) for (i in seq_along(tif_files)) { - r_i <- rast(tif_files[i]) + r_i <- terra::rast(tif_files[i]) fname <- basename(tif_files[i]) # Parse start and end years from filename @@ -190,13 +198,13 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU years <- seq(start_year, end_year) # Rename layers safely - names(r_i) <- years[seq_len(min(length(years), nlyr(r_i)))] + names(r_i) <- years[seq_len(min(length(years), terra::nlyr(r_i)))] ras_list[[i]] <- r_i } # ---- Step 2: Filter layers by PRIO-GRID years ---- - years_to_keep <- year(pg_dates()) |> unique() + years_to_keep <- lubridate::year(pg_dates()) |> unique() ras_list_filtered <- lapply(ras_list, function(r) { raw_names <- names(r) @@ -207,7 +215,7 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU r <- r[[keep_layers]] names(r) <- layer_years[keep_layers] } else { - warning("No matching years found for raster: ", sources(r)) + warning("No matching years found for raster: ", terra::sources(r)) r <- NULL } return(r) @@ -217,8 +225,8 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU ras_list_filtered <- Filter(Negate(is.null), ras_list_filtered) # ---- Step 3: Rename to full YYYY-MM-DD format ---- - month_to_use <- pg_dates() |> month() |> max() - day_to_use <- pg_dates() |> day() |> max() + month_to_use <- lubridate::month(pg_dates()) |> max() + day_to_use <- lubridate::day(pg_dates()) |> max() ras_list_filtered <- lapply(ras_list_filtered, function(r) { yrs <- as.numeric(names(r)) @@ -230,11 +238,9 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU message("Layer preparation complete. Returning filtered raster list.") return(ras_list_filtered) } - #------------------------------------------------------------------------------ # FUNCTION 3: #------------------------------------------------------------------------------ - #' Robust Landcover Aggregation Function #' #' GLC land cover class codes (for stable categories): @@ -276,11 +282,10 @@ prepare_glc_layers <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NU #' @export #' #' @examples -#' # Example: Compute shrubland coverage -#' # shrubland <- robust_glc_landcover(c(120, 121, 122, 150, 152)) +#' Example: Compute shrubland coverage +#' shrubland <- robust_glc_landcover(c(120, 121, 122, 150, 152)) #' robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { - # ------------------------------------------------------------------------- # STEP 1: Prepare and load GLC raster tiles # ------------------------------------------------------------------------- @@ -289,8 +294,6 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = # where each tile contains multiple time layers (e.g., annual composites). # ------------------------------------------------------------------------- ras_list_filtered <- prepare_glc_layers(beta_test, foldersize, n_tifs) - - # ------------------------------------------------------------------------- # STEP 2: Define block-level aggregation function # ------------------------------------------------------------------------- @@ -307,8 +310,6 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = if (length(x) == 0 || all(is.na(x))) return(NA_real_) mean(x %in% landcovertype, na.rm = TRUE) } - - # ------------------------------------------------------------------------- # STEP 3: Process each raster tile independently # ------------------------------------------------------------------------- @@ -363,7 +364,6 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = results[[1]] } } - #' Generate Cropland Raster Layers #' #' Aggregates rainfed, herbaceous, tree/orchard, and irrigated croplands (LC ids 10, 11, 12, 20) @@ -372,6 +372,7 @@ robust_glc_landcover <- function(landcovertype, beta_test = FALSE, foldersize = #' #' @inheritParams prepare_glc_layers #' @return Aggregated cropland raster. +#' @export gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(10, 11, 12, 20), @@ -380,7 +381,6 @@ gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL n_tifs = n_tifs ) } - #' Generate Forest Raster Layers #' #' Aggregates all broadleaved, needle-leaved, and mixed-leaf forests (LC ids 51–92), @@ -390,6 +390,7 @@ gen_glc_cropland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL #' #' @inheritParams prepare_glc_layers #' @return Aggregated forest raster. +#' @export gen_glc_forest <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(51, 52, 61, 62, 71, 72, 81, 82, 91, 92), @@ -398,7 +399,6 @@ gen_glc_forest <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) n_tifs = n_tifs ) } - #' Generate Shrubland Raster Layers #' #' Combines evergreen, deciduous, and sparse shrublands (LC ids 120, 121, 122, 150, 152) @@ -408,6 +408,7 @@ gen_glc_forest <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) #' #' @inheritParams prepare_glc_layers #' @return Aggregated shrubland raster. +#' @export gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { robust_glc_landcover( landcovertype = c(120, 121, 122, 150, 152), @@ -416,7 +417,6 @@ gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NUL n_tifs = n_tifs ) } - #' Generate Grassland Raster Layers #' #' Merges open herbaceous and sparse grass-dominated areas (LC ids 130, 153) @@ -426,6 +426,7 @@ gen_glc_shrubland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NUL #' #' @inheritParams prepare_glc_layers #' @return Aggregated grassland raster. +#' @export gen_glc_grassland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(130, 153), @@ -434,7 +435,6 @@ gen_glc_grassland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NUL n_tifs = n_tifs ) } - #' Generate Wetland Raster Layers #' #' Groups swamp, marsh, flooded, saline, mangrove, and tidal flats (LC ids 181–187) @@ -444,6 +444,7 @@ gen_glc_grassland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NUL #' #' @inheritParams prepare_glc_layers #' @return Aggregated wetland raster. +#' @export gen_glc_wetland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = c(181, 182, 183, 184, 185, 186, 187), @@ -452,7 +453,6 @@ gen_glc_wetland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) n_tifs = n_tifs ) } - #' Generate Built-up / Urban Raster Layers #' #' Captures impervious or constructed surfaces (LC id 190) corresponding to built-up or @@ -461,13 +461,13 @@ gen_glc_wetland <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) #' #' @inheritParams prepare_glc_layers #' @return Aggregated built-up raster. +#' @export gen_glc_builtup <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = 190, beta_test = beta_test ) } - #' Generate Water Body Raster Layers #' #' Represents inland and coastal water bodies (LC id 210), including lakes, reservoirs, @@ -476,6 +476,7 @@ gen_glc_builtup <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) #' #' @inheritParams prepare_glc_layers #' @return Aggregated water body raster. +#' @export gen_glc_water <- function(beta_test = FALSE, foldersize = NULL, n_tifs = NULL) { glc_landcover( landcovertype = 210,