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DOI

Xarray-based tools for meteorological Seasons detection (XSeas) is an AI & ML based set of algorithms that enables the exploration of the meteorological seasons and their expected changes in the 21st century.

XSeas offers:

  • A clustering algorithm to define the meteorological seasons in a climate dataset (currently only tested on ERA5).
  • A perceptron based model to explore the representation of the seasons in different datasets, including projected changes in climate models (currently only tested on a set of CMIP6 models).

All the models implemented can be used indepentently. Furthermore, a manager class has been developed to perform a standard analysis in a simplified way.

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Tracking meteorological seasons with AI

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