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Quantitative measure of correlation strength among intertwined many-body interactions
- 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.
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