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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2021
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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) |
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McKean–Vlasov Gibbs measure relative entropy Lyapunov function jump processes interacting particle systems Science Q Astrophysics QB460-466 Physics QC1-999 |
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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 |
_version_ |
1718412288595066880 |