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Multi-body wave function of ground and low-lying excited states using unornamented deep neural networks

Authors :
Naito, Tomoya
Naito, Hisashi
Hashimoto, Koji
Source :
Phys. Rev. Research 5, 033189 (2023)
Publication Year :
2023

Abstract

We propose a method to calculate wave functions and energies not only of the ground state but also of low-lying excited states using a deep neural network and the unsupervised machine learning technique. For systems composed of identical particles, a simple method to perform symmetrization for bosonic systems and antisymmetrization for fermionic systems is also proposed.<br />Comment: 23 pages, 18 figures, 8 tables; Typo of Eq. (25) corrected

Details

Database :
arXiv
Journal :
Phys. Rev. Research 5, 033189 (2023)
Publication Type :
Report
Accession number :
edsarx.2302.08965
Document Type :
Working Paper
Full Text :
https://doi.org/10.1103/PhysRevResearch.5.033189