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The stochastic optimal control of many agents is an important problem in various fields. We investigate the problem of partial observations, where the state of each agent is not fully observed and the control must be decided based on noisy…

最优化与控制 · 数学 2023-05-30 Aaron Zeff Palmer

We survey some recent developments on the mathematical modeling of opinion dynamics. After an introduction on opinion modeling through interacting multi-agent systems described by partial differential equations of kinetic type, we focus our…

物理与社会 · 物理学 2016-07-21 Giacomo Albi , Lorenzo Pareschi , Giuseppe Toscani , Mattia Zanella

The paper focuses on mean-field type multi-agent control problems with finite state and action spaces where the dynamics and cost structures are symmetric and homogeneous, and are affected by the distribution of the agents. A standard…

最优化与控制 · 数学 2025-07-03 Erhan Bayraktar , Ali D. Kara

We analyze the dynamics of multi-agent collective behavior models and their control theoretical properties. We first derive a large population limit to parabolic diffusive equations. We also show that the non-local transport equations…

偏微分方程分析 · 数学 2019-02-12 Umberto Biccari , Dongnam Ko , Enrique Zuazua

In this paper we consider an optimal control problem for a large population of interacting agents with deterministic dynamics, aggregating potential and constraints on reciprocal distances, in dimension 1. We study existence and qualitative…

偏微分方程分析 · 数学 2021-05-26 Annalisa Cesaroni , Marco Cirant

We introduce the concept of {\it mean-field optimal control} which is the rigorous limit process connecting finite dimensional optimal control problems with ODE constraints modeling multi-agent interactions to an infinite dimensional…

最优化与控制 · 数学 2019-02-20 Massimo Fornasier , Francesco Solombrino

Empirically derived continuum models of collective behavior among large populations of dynamic agents are a subject of intense study in several fields, including biology, engineering and finance. We formulate and study a mean-field game…

适应与自组织系统 · 物理学 2018-06-22 Piyush Grover , Kaivalya Bakshi , Evangelos A. Theodorou

The purpose of this review paper is to present some recent results on the modeling and control of large systems of agents. We focus on particular applications where the agents are capable of independent actions instead of simply reacting to…

最优化与控制 · 数学 2023-02-27 Benedetto Piccoli

In this work we are interested in the modelling and control of opinion dynamics spreading on a time evolving network with scale-free asymptotic degree distribution. The mathematical model is formulated as a coupling of an opinion alignment…

最优化与控制 · 数学 2015-11-03 Giacomo Albi , Lorenzo Pareschi , Mattia Zanella

We introduce the rigorous limit process connecting finite dimensional sparse optimal control problems with ODE constraints, modeling parsimonious interventions on the dynamics of a moving population divided into leaders and followers, to an…

最优化与控制 · 数学 2015-06-18 Massimo Fornasier , Benedetto Piccoli , Francesco Rossi

This article is concerned with stochastic control problems for backward doubly stochastic differential equations of mean-field type, where the coefficient functions depend on the joint distribution of the state process and the control…

概率论 · 数学 2022-05-26 Jian Song , Meng Wang

Modern applications, such as orchestrating the collective behavior of robotic swarms or traffic flows, require the coordination of large groups of agents evolving in unstructured environments, where disturbances and unmodeled dynamics are…

系统与控制 · 电气工程与系统科学 2026-02-11 Gian Carlo Maffettone , Davide Salzano , Mario di Bernardo

The synthesis of control laws for interacting agent-based dynamics and their mean-field limit is studied. A linearization-based approach is used for the computation of sub-optimal feedback laws obtained from the solution of differential…

最优化与控制 · 数学 2021-01-13 G. Albi , M. Herty , D. Kalise , C. Segala

The mean-field analysis of a multi-population agent-based model is performed. The model couples a particle dynamics driven by a nonlocal velocity with a Markow-type jump process on the probability that each agent has of belonging to a given…

偏微分方程分析 · 数学 2019-07-12 Marco Morandotti , Francesco Solombrino

We introduce multi-population opinion dynamics models linked to the bounded confidence model, aiming to explore how interactions between individuals contribute to the emergence of consensus, polarization, or fragmentation. Existing models…

Using results from quantum filtering theory and methods from classical control theory, we derive an optimal control strategy for an open two-level system (a qubit in interaction with the electromagnetic field) controlled by a laser. The aim…

量子物理 · 物理学 2009-11-10 Luc Bouten , Simon Edwards , V P Belavkin

Modeling heterogeneous and multi-lane traffic flow is essential for understanding and controlling complex transportation systems. In this work, we consider three vehicle populations: two classes of human-driven vehicles (cars and trucks)…

最优化与控制 · 数学 2025-10-17 Maria Teresa Chiri , Christopher Denaro , Xiaoqian Gong , Benedetto Piccoli

We consider stochastic model predictive control of a multi-agent systems with constraints on the probabilities of inter-agent collisions. We first study a sample-based approximation of the collision probabilities and use this approximation…

系统与控制 · 计算机科学 2011-08-17 Daniel Lyons , Jan-P. Calliess , Uwe D. Hanebeck

In this article, we consider a fundamental decentralized optimal control problem, which we call the two-player problem. Two subsystems are interconnected in a nested information pattern, and output feedback controllers must be designed for…

系统与控制 · 计算机科学 2015-07-10 Laurent Lessard , Sanjay Lall

For a binary choice problem, the spatial coordination of decisions in an agent community is investigated both analytically and by means of stochastic computer simulations. The individual decisions are based on different local information…

统计力学 · 物理学 2009-11-07 Frank Schweitzer , Joerg Zimmermann , Heinz Muehlenbein