Academics

Introduction to mean-field models of particle systems(1、2、3)

Time:2022.03.09/16/23,8:00-9:00 AM

Venue:清华大学六教6B109 & Tencent meeting ID:408-2490-3761

Organizer:Jie Du, Hui Wei

Speaker:Baige Zhou(Tsinghua University)

Abstract

Particle systems exhibit various dynamics such as collision, interaction, and collective motions that can lead to lots of applications in biology, physics, and engineering. One major modeling strategy is to start with individual-based models that consist of ordinary differential equations describing the dynamics of each particle due to physical laws, and then derive the mean-field and fluid models in the mesoscopic and macroscopic levels. The models in different scales are suitable for certain applications of great interest. We will present the classic theory on the connection between particle models and McKean-Vlasov equations, and discuss the open questions.



DATEMarch 23, 2022
SHARE
Related News
    • 0

      Mean-field interacting particle systems and McKean-Vlasov equation

      AbstractMcKean-Vlasov quation describes heat diffusion in porous media and is the limit of propagation of chaos of system of interacting particle systems of mean field with a great number N of particles, known in 80s. Carrillo-McCann-Villani(03) renewed the subject by regarding MV equation as the gradient flow of the entropy functional on the space of probability measures w.r.t. the Otto- Villa...

    • 1

      Monotonicity Methods for Mean Field Games: A Functional Analytic Perspective

      AbstractThis presentation explores mean field games (MFGs) through the lens of functional analysis, focusing on the role of monotonicity methods in understanding their properties and deriving solutions. We begin by introducing MFGs as models for large populations of interacting rational agents, illustrating their derivation for deterministic problems. We then examine key questions of the existe...