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...

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Autores principales: Donald A. Dawson, Ahmed Sid-Ali, Yiqiang Q. Zhao
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Publicado: MDPI AG 2021
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spelling oai:doaj.org-article:624dda75c0f24d8a836f48fd908744962021-11-25T17:29:25ZLocal Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies10.3390/e231114071099-4300https://doaj.org/article/624dda75c0f24d8a836f48fd908744962021-10-01T00:00:00Zhttps://www.mdpi.com/1099-4300/23/11/1407https://doaj.org/toc/1099-4300A 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 <i>N</i>-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.Donald A. DawsonAhmed Sid-AliYiqiang Q. ZhaoMDPI AGarticleMcKean–VlasovGibbs measurerelative entropyLyapunov functionjump processesinteracting particle systemsScienceQAstrophysicsQB460-466PhysicsQC1-999ENEntropy, Vol 23, Iss 1407, p 1407 (2021)
institution DOAJ
collection DOAJ
language EN
topic McKean–Vlasov
Gibbs measure
relative entropy
Lyapunov function
jump processes
interacting particle systems
Science
Q
Astrophysics
QB460-466
Physics
QC1-999
spellingShingle McKean–Vlasov
Gibbs measure
relative entropy
Lyapunov function
jump processes
interacting particle systems
Science
Q
Astrophysics
QB460-466
Physics
QC1-999
Donald A. Dawson
Ahmed Sid-Ali
Yiqiang Q. Zhao
Local Stability of McKean–Vlasov Equations Arising from Heterogeneous Gibbs Systems Using Limit of Relative Entropies
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 <i>N</i>-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 article
author Donald A. Dawson
Ahmed Sid-Ali
Yiqiang Q. Zhao
author_facet Donald A. Dawson
Ahmed Sid-Ali
Yiqiang Q. Zhao
author_sort Donald A. Dawson
title 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_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_sort local stability of mckean–vlasov equations arising from heterogeneous gibbs systems using limit of relative entropies
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/624dda75c0f24d8a836f48fd90874496
work_keys_str_mv AT donaldadawson localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies
AT ahmedsidali localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies
AT yiqiangqzhao localstabilityofmckeanvlasovequationsarisingfromheterogeneousgibbssystemsusinglimitofrelativeentropies
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