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Quantitative measure of correlation strength among intertwined many-body interactions

Authors :
Hideaki Iwasawa
Tetsuro Ueno
Yoshiyuki Yoshida
Hiroshi Eisaki
Yoshihiro Aiura
Kenya Shimada
Source :
Physical Review Research, Vol 5, Iss 4, p 043266 (2023)
Publication Year :
2023
Publisher :
American Physical Society, 2023.

Abstract

The intertwined coupling among various many-body interactions is increasingly recognized as playing a key role in strongly correlated electron systems. However, understanding their relationship to physical properties is challenging due to the lack of a definitive experimental measure. Here, we report an analytical approach that utilizes machine learning to enable a higher level of evaluation of many-body interactions through a large amount of data from a single material using spatially resolved and angle-resolved photoemission spectroscopy. We demonstrate that various physical parameters, including the coupling strengths of electron-electron and electron-boson interactions, can be statistically evaluated, and the correlation between many-body interactions can also be accessed. Our approach thus provides a quantitative measure of the microscopic variables and serves as a linking bridge between them, holding great promise in disentangling the complex nature of strongly correlated materials where many-body interactions generally mutually interplay.

Subjects

Subjects :
Physics
QC1-999

Details

Language :
English
ISSN :
26431564
Volume :
5
Issue :
4
Database :
Directory of Open Access Journals
Journal :
Physical Review Research
Publication Type :
Academic Journal
Accession number :
edsdoj.8aacc3c7efb347219e9a13fad234545b
Document Type :
article
Full Text :
https://doi.org/10.1103/PhysRevResearch.5.043266