Genetic-multi-initial generalized VQE: Advanced VQE method using genetic algorithms then local search

Variational-Quantum-Eigensolver(VQE) method has been known as chemical calculation using quantum computers and classical computers. This method also can derive the energy levels of excited states by Variational-Quantum-Deflation(VQD) method. Although the parameter landscape of the excited state has many local minimums, the results tend to be trapped by them. Therefore, we apply Genetic Algorithms and then Local Search (GA then LS) as the classical optimizer of the VQE method. We calculated ground and excited states and their energies on hydrogen molecules by modifying GA then LS. Here, we used Powell, Broyden–Fletcher–Goldferb–Shanno, Nelder–Mead and Newton’s method as an optimizer of LS. We obtained that Newton’s method can derive ground and excited states of hydrogen and helium hydride molecules and their energies with higher accuracy than others.

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Publication Details

Journal
International Journal of Quantum Information
Published
2025-12-04
DOI
https://doi.org/10.1142/s0219749925500388
Primary Topic
Advanced Physical and Chemical Molecular Interactions
Type
article
Field-Weighted Citation Impact
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article

Genetic-multi-initial generalized VQE: Advanced VQE method using genetic algorithms then local search

Hikaru Wakaura, Takao Tomono
International Journal of Quantum Information
Advanced Physical and Chemical Molecular Interactions
article

Genetic-multi-initial generalized VQE: Advanced VQE method using genetic algorithms then local search

Hikaru Wakaura, Takao Tomono
article en

Abstract

Variational-Quantum-Eigensolver(VQE) method has been known as chemical calculation using quantum computers and classical computers. This method also can derive the energy levels of excited states by Variational-Quantum-Deflation(VQD) method. Although the parameter landscape of the excited state has many local minimums, the results tend to be trapped by them. Therefore, we apply Genetic Algorithms and then Local Search (GA then LS) as the classical optimizer of the VQE method. We calculated ground and excited states and their energies on hydrogen molecules by modifying GA then LS. Here, we used Powell, Broyden–Fletcher–Goldferb–Shanno, Nelder–Mead and Newton’s method as an optimizer of LS. We obtained that Newton’s method can derive ground and excited states of hydrogen and helium hydride molecules and their energies with higher accuracy than others.

International Journal of Quantum Information
Canon (Japan) (JP), Toppan (Japan) (JP)
Openalex Percentile: Top 66%
Advanced Physical and Chemical Molecular Interactions
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