Sensitivity analysis of colored-noise-driven interacting particle systems

We propose an efficient sensitivity analysis method for a wide class of colored-noise-driven interacting particle systems (IPSs). Our method is based on unperturbed simulations and significantly extends the Malliavin weight sampling method proposed by Szamel [Europhys. Lett. 117, 50010 (2017)0295-507510.1209/0295-5075/117/50010] for evaluating sensitivities such as linear response functions of IPSs driven by simple Ornstein-Uhlenbeck processes. We show that the sensitivity index depends not only on two effective parameters that characterize the variance and correlation time of the noise, but also on the noise spectrum. In the case of a single particle in a harmonic potential, we obtain exact analytical formulas for two types of linear response functions. By applying our method to a system of many particles interacting via a repulsive screened Coulomb potential, we compute the mobility and effective temperature of the system. Our results show that the system dynamics depend, in a nontrivial way, on the noise spectrum.

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Publication Details

Journal
Physical review. E
Published
2024-10-17
DOI
https://doi.org/10.1103/physreve.110.044119
Primary Topic
Advanced Thermodynamics and Statistical Mechanics
Type
article
Field-Weighted Citation Impact
0.00

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article

Sensitivity analysis of colored-noise-driven interacting particle systems

Josselin Garnier, Laurent Mertz, Harry L. F. Ip
Physical review. E
Advanced Thermodynamics and Statistical Mechanics
article

Sensitivity analysis of colored-noise-driven interacting particle systems

Josselin Garnier, Laurent Mertz, Harry L. F. Ip
article en

Abstract

We propose an efficient sensitivity analysis method for a wide class of colored-noise-driven interacting particle systems (IPSs). Our method is based on unperturbed simulations and significantly extends the Malliavin weight sampling method proposed by Szamel [Europhys. Lett. 117, 50010 (2017)0295-507510.1209/0295-5075/117/50010] for evaluating sensitivities such as linear response functions of IPSs driven by simple Ornstein-Uhlenbeck processes. We show that the sensitivity index depends not only on two effective parameters that characterize the variance and correlation time of the noise, but also on the noise spectrum. In the case of a single particle in a harmonic potential, we obtain exact analytical formulas for two types of linear response functions. By applying our method to a system of many particles interacting via a repulsive screened Coulomb potential, we compute the mobility and effective temperature of the system. Our results show that the system dynamics depend, in a nontrivial way, on the noise spectrum.

Physical review. EVol. 110(4)
City University of Hong Kong (HK), Centre de Mathématiques Appliquées de l'École polytechnique (FR), Hiroshima City University (JP)
National Natural Science Foundation of China
Openalex Percentile: Top 83%
Advanced Thermodynamics and Statistical Mechanics
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