Exact solution of dynamical mean-field theory for a linear system with annealed disorder

Abstract We investigate a disordered multi-dimensional linear system in which the interaction parameters are colored noises, varying stochastically in time with defined temporal correlations. We refer to this type of disorder as ‘annealed’, in contrast to quenched disorder in which couplings are fixed over time. Using generating functional methods, we extend dynamical mean-field theory to accommodate annealed disorder and employ it to find the exact solution of the linear model in the limit of a large number of degrees of freedom. Our analysis yields analytical results for the non-stationary autocorrelation, the stationary variance, the power spectral density, and the phase diagram of the model. Some unexpected features emerge upon changing the correlation time of the interactions. The stationary variance of the system and the critical variance of the disorder are generally found to be non-monotonic functions of the correlation time of the interactions. We also find that a re-entrant phase transition can take place when this correlation time is varied.

Authors

Institutions

Publication Details

Journal
Journal of Statistical Mechanics Theory and Experiment
Published
2025-02-03
DOI
https://doi.org/10.1088/1742-5468/adac3f
Citations
4
Primary Topic
Theoretical and Computational Physics
Type
article
Field-Weighted Citation Impact
5.03

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exact solution of dynamical mean-field theory for a linear system with annealed disorder

F. R. Ferraro, Sandro Azaele, Samir Suweis, Amos Maritan et al.
4 citations
Journal of Statistical Mechanics Theory and Experiment
Theoretical and Computational Physics
5.03
article

Exact solution of dynamical mean-field theory for a linear system with annealed disorder

F. R. Ferraro, Sandro Azaele, Samir Suweis, Amos Maritan, Christian Grilletta
article en
4 citations

Abstract

Abstract We investigate a disordered multi-dimensional linear system in which the interaction parameters are colored noises, varying stochastically in time with defined temporal correlations. We refer to this type of disorder as ‘annealed’, in contrast to quenched disorder in which couplings are fixed over time. Using generating functional methods, we extend dynamical mean-field theory to accommodate annealed disorder and employ it to find the exact solution of the linear model in the limit of a large number of degrees of freedom. Our analysis yields analytical results for the non-stationary autocorrelation, the stationary variance, the power spectral density, and the phase diagram of the model. Some unexpected features emerge upon changing the correlation time of the interactions. The stationary variance of the system and the critical variance of the disorder are generally found to be non-monotonic functions of the correlation time of the interactions. We also find that a re-entrant phase transition can take place when this correlation time is varied.

Journal of Statistical Mechanics Theory and ExperimentVol. 2025(2)
University of Padua (IT), Istituto Nazionale di Fisica Nucleare, Sezione di Padova (IT)
European Commission
Openalex Percentile: Top 6%
Theoretical and Computational Physics
5.03
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.