Cargando…

Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies

A family of heterogeneous mean-field systems with jumps is analyzed. These systems are constructed as a Gibbs measure on block graphs. When the total number of particles goes to infinity, the law of large numbers is shown to hold in a multi-class context, resulting in the weak convergence of the emp...

Descripción completa

Detalles Bibliográficos
Autores principales: Dawson, Donald A., Sid-Ali, Ahmed, Zhao, Yiqiang Q.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620427/
https://www.ncbi.nlm.nih.gov/pubmed/34828105
http://dx.doi.org/10.3390/e23111407
_version_ 1784605217499643904
author Dawson, Donald A.
Sid-Ali, Ahmed
Zhao, Yiqiang Q.
author_facet Dawson, Donald A.
Sid-Ali, Ahmed
Zhao, Yiqiang Q.
author_sort Dawson, Donald A.
collection PubMed
description A family of heterogeneous mean-field systems with jumps is analyzed. These systems are constructed as a Gibbs measure on block graphs. When the total number of particles goes to infinity, the law of large numbers is shown to hold in a multi-class context, resulting in the weak convergence of the empirical vector towards the solution of a McKean–Vlasov system of equations. We then investigate the local stability of the limiting McKean–Vlasov system through the construction of a local Lyapunov function. We first compute the limit of adequately scaled relative entropy functions associated with the explicit stationary distribution of the N-particles system. Using a Laplace principle for empirical vectors, we show that the limit takes an explicit form. Then we demonstrate that this limit satisfies a descent property, which, combined with some mild assumptions shows that it is indeed a local Lyapunov function.
format Online
Article
Text
id pubmed-8620427
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-86204272021-11-27 Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies Dawson, Donald A. Sid-Ali, Ahmed Zhao, Yiqiang Q. Entropy (Basel) Article A family of heterogeneous mean-field systems with jumps is analyzed. These systems are constructed as a Gibbs measure on block graphs. When the total number of particles goes to infinity, the law of large numbers is shown to hold in a multi-class context, resulting in the weak convergence of the empirical vector towards the solution of a McKean–Vlasov system of equations. We then investigate the local stability of the limiting McKean–Vlasov system through the construction of a local Lyapunov function. We first compute the limit of adequately scaled relative entropy functions associated with the explicit stationary distribution of the N-particles system. Using a Laplace principle for empirical vectors, we show that the limit takes an explicit form. Then we demonstrate that this limit satisfies a descent property, which, combined with some mild assumptions shows that it is indeed a local Lyapunov function. MDPI 2021-10-26 /pmc/articles/PMC8620427/ /pubmed/34828105 http://dx.doi.org/10.3390/e23111407 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Dawson, Donald A.
Sid-Ali, Ahmed
Zhao, Yiqiang Q.
Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title_full Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title_fullStr Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title_full_unstemmed Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title_short Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
title_sort local stability of mckean–vlasov equations arising from heterogeneous gibbs systems using limit of relative entropies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620427/
https://www.ncbi.nlm.nih.gov/pubmed/34828105
http://dx.doi.org/10.3390/e23111407
work_keys_str_mv AT dawsondonalda localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies
AT sidaliahmed localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies
AT zhaoyiqiangq localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies