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Hybrid Classical-Quantum Simulation Workflow


Overview

This repository provides a Hybrid Classical-Quantum Workflow for molecular simulations, leveraging both classical and quantum computing tools.

🔹 Key Topics

  • Hybrid Classical-Quantum Workflow for molecular simulations.
  • Tools Used: Qiskit, PySCF, Qiskit Nature, OpenFermion, ASE, VASP.
  • Applications: Ground-state energy calculations, potential energy surfaces.

📦 Dependencies

The following Python libraries are required:


🔧 Installation

To set up your environment, install the required dependencies using bash:

pip install qiskit qiskit-ibm-runtime openfermion openfermionpyscf py3Dmol numpy scipy matplotlib

Simulation Workflow

The simulation follows these key steps:

1️⃣ Build molecular geometry (PySCF, ASE)
2️⃣ Optimize atomic and geometrical parameters with DFT (VASP)
3️⃣ Perform Hartree-Fock calculations (PySCF, Qiskit Nature)
4️⃣ Define active space and map it to a qubit Hamiltonian (OpenFermion)
5️⃣ Solve using quantum algorithms: VQE, QPE (Qiskit, Qiskit Nature)
6️⃣ Analyze results: Potential energy surface, ground-state energy


Workflow Flowchart

Workflow

References

  1. Qiskit Documentation - https://qiskit.org/documentation/
  2. PySCF Documentation - https://pyscf.org/
  3. Qiskit Nature - https://qiskit.org/ecosystem/nature/
  4. OpenFermion (Google Research) - https://github.com/quantumlib/OpenFermion
  5. Atomic Simulation Environment (ASE) - https://wiki.fysik.dtu.dk/ase/
  6. VASP (Vienna Ab-initio Simulation Package) - https://www.vasp.at/
  7. Variational Quantum Eigensolver (VQE) - Peruzzo et al., 2014 - DOI: 10.1038/ncomms5213
  8. Bravyi-Kitaev Transformation - Bravyi & Kitaev, 2002 - arXiv:quant-ph/0003137
  9. Jordan-Wigner Transformation - Jordan & Wigner, 1928 - https://doi.org/10.1007/BF01331938
  10. Quantum Phase Estimation (QPE) - Kitaev, 1995 - arXiv:quant-ph/9511026
  11. Unitary Coupled Cluster (UCC) Ansatz for Quantum Chemistry - Romero et al., 2018 - arXiv:1701.02691
  12. Quantum Computational Chemistry - McArdle et al., 2020 - DOI: 10.1103/RevModPhys.92.015003
  13. Classical Electronic Structure Methods (Hartree-Fock, DFT, CASSCF, MP2) - Szabo & Ostlund, Modern Quantum Chemistry, 1989.

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Hybrid classical-quantum simulation codes for Materials simulations

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