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Non-ergodic extended regime in random matrix ensembles: insights from eigenvalue spectra
Wang-Fang Xu1,2, W J Rao3
1School of Science, Hangzhou Dianzi University, Hangzhou, 310027, China.
Scientific Reports
|January 12, 2023
Summary
Singular-value decomposition (SVD) reveals the non-ergodic extended (NEE) regime in random matrix models. This method also quantitatively identifies the transition point between ergodic and NEE behaviors, even in sparse models.
Area of Science:
- Statistical Physics
- Quantum Chaos
- Random Matrix Theory
Background:
- The non-ergodic extended (NEE) regime is a key area of study in physical and random matrix (RM) models.
- NEE is characterized by fractal wavefunctions and long-range spectral correlations.
- Previous research suggested singular-value decomposition (SVD) as a method to reveal NEE through eigenvalue spectra.
Purpose of the Study:
- To apply singular-value decomposition (SVD) to various random matrix (RM) models.
- To demonstrate SVD's capability in both qualitatively identifying the NEE regime and quantitatively determining the ergodic-NEE transition point.
- To explore the potential of SVD in characterizing the NEE regime within a sparse RM model.
Main Methods:
- Application of singular-value decomposition (SVD) to eigenvalue spectra of random matrix models.
- Analysis of SVD results for super-Poissonian behavior indicative of minibands.
- Quantitative assessment of the ergodic-NEE transition point using SVD.
Main Results:
- SVD successfully reveals the non-ergodic extended (NEE) regime across multiple RM models.
- SVD provides a quantitative measure to pinpoint the transition from ergodic to NEE behavior.
- The study suggests the presence of the NEE regime in sparse RM models, identified via SVD.
Conclusions:
- Singular-value decomposition is an effective tool for characterizing the NEE regime in random matrix theory.
- SVD offers a quantitative method to locate critical transitions within these models.
- This work extends the application of SVD to identify NEE in novel sparse random matrix models.
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