Vehicular traffic, crowds, and swarms: From kinetic theory and multiscale methods to applications and research perspectives

G Albi, N Bellomo, L Fermo, SY Ha, J Kim… - … Models and Methods …, 2019 - World Scientific
This paper presents a review and critical analysis on the modeling of the dynamics of
vehicular traffic, human crowds and swarms seen as living and, hence, complex systems. It …

Human behavioral crowds review, critical analysis and research perspectives

N Bellomo, J Liao, A Quaini, L Russo… - … Models and Methods in …, 2023 - World Scientific
This paper presents a survey and critical analysis of the mathematical literature on modeling
and simulation of human crowds taking into account behavioral dynamics. The main focus is …

A machine learning framework for solving high-dimensional mean field game and mean field control problems

L Ruthotto, SJ Osher, W Li, L Nurbekyan… - Proceedings of the …, 2020 - pnas.org
Mean field games (MFG) and mean field control (MFC) are critical classes of multiagent
models for the efficient analysis of massive populations of interacting agents. Their areas of …

Fictitious play for mean field games: Continuous time analysis and applications

S Perrin, J Pérolat, M Laurière… - Advances in neural …, 2020 - proceedings.neurips.cc
In this paper, we deepen the analysis of continuous time Fictitious Play learning algorithm to
the consideration of various finite state Mean Field Game settings (finite horizon, $\gamma …

Towards a mathematical theory of behavioral human crowds

N Bellomo, L Gibelli, A Quaini, A Reali - Mathematical Models and …, 2022 - World Scientific
The first part of our paper presents a general survey on the modeling, analytic problems, and
applications of the dynamics of human crowds, where the specific features of living systems …

[BUKU][B] Multiscale modeling of pedestrian dynamics

E Cristiani, B Piccoli, A Tosin - 2014 - books.google.com
This book presents mathematical models and numerical simulations of crowd dynamics. The
core topic is the development of a new multiscale paradigm, which bridges the microscopic …

Learning in mean field games: A survey

M Laurière, S Perrin, J Pérolat, S Girgin… - arxiv preprint arxiv …, 2022 - arxiv.org
Non-cooperative and cooperative games with a very large number of players have many
applications but remain generally intractable when the number of players increases …

[BUKU][B] Regularity theory for mean-field game systems

DA Gomes, EA Pimentel, V Voskanyan - 2016 - Springer
This book brings together several recent developments on the regularity theory for mean-
field game systems. We detail several classes of methods and present a concise overview of …

Mean field games models—a brief survey

DA Gomes, J Saúde - Dynamic Games and Applications, 2014 - Springer
The mean-field framework was developed to study systems with an infinite number of
rational agents in competition, which arise naturally in many applications. The systematic …

Human behaviours in evacuation crowd dynamics: From modelling to “big data” toward crisis management

N Bellomo, D Clarke, L Gibelli, P Townsend… - Physics of life …, 2016 - Elsevier
This paper proposes an essay concerning the understanding of human behaviours and
crisis management of crowds in extreme situations, such as evacuation through complex …