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In this article, two methods for solving mean-field type optimal control problems are proposed and investigated. The two methods are iterative methods: at each iteration, a Hamilton-Jacobi-Bellman equation is solved, for a terminal…

最优化与控制 · 数学 2017-03-30 Laurent Pfeiffer

In this paper, we introduce Hamilton-Jacobi-Bellman (HJB) equations for Q-functions in continuous time optimal control problems with Lipschitz continuous controls. The standard Q-function used in reinforcement learning is shown to be the…

最优化与控制 · 数学 2020-05-05 Jeongho Kim , Insoon Yang

We study the exploratory Hamilton--Jacobi--Bellman (HJB) equation arising from the entropy-regularized exploratory control problem, which was formulated by Wang, Zariphopoulou and Zhou (J. Mach. Learn. Res., 21, 2020) in the context of…

最优化与控制 · 数学 2021-09-22 Wenpin Tang , Paul Yuming Zhang , Xun Yu Zhou

Stochastic optimal control problems for Hamiltonian dynamics on graphs have wide-ranging applications in mechanics and quantum field theory, particularly in systems with graph-based structures. In this paper, we establish the existence and…

最优化与控制 · 数学 2025-10-01 Jianbo Cui , Tonghe Dang

We proposed an algorithm for solving Hamilton-Jacobi equation associated to an optimal trajectory problem for a vehicle moving inside the pre-specified domain with the speed depending upon the direction of the motion and current position of…

计算机视觉与模式识别 · 计算机科学 2013-03-29 Myong-Song Ho , Gwang-Hui Ju , Yong-Bom O , Gwang-Ho Jong

In this paper, we propose Q-learning algorithms for continuous-time deterministic optimal control problems with Lipschitz continuous controls. Our method is based on a new class of Hamilton-Jacobi-Bellman (HJB) equations derived from…

机器学习 · 计算机科学 2020-10-28 Jeongho Kim , Jaeuk Shin , Insoon Yang

This paper presents a mathematical formulation to perform temporal parallelisation of continuous-time optimal control problems, which can be solved via the Hamilton--Jacobi--Bellman (HJB) equation. We divide the time interval of the control…

最优化与控制 · 数学 2024-12-18 Simo Särkkä , Ángel F. García-Fernández

The present paper addresses the issue of the stochastic control of the optimal dynamic reinsurance policy and dynamic dividend strategy, which are state-dependent, for an insurance company that operates under multiple insurance lines of…

最优化与控制 · 数学 2020-02-11 Khaled Masoumifard , Mohammad Zokaei

In this paper we investigate a kind of optimal control problem of coupled forward-backward stochastic system with jumps whose cost functional is defined through a coupled forward-backward stochastic differential equation with Brownian…

概率论 · 数学 2020-09-15 Qian Lin

We introduce a new numerical method to approximate the solutions of a class of stationary Hamilton-Jacobi (HJ) partial differential equations arising from minimum time optimal control problems. We rely on nested grid approximations, and…

最优化与控制 · 数学 2024-07-10 Marianne Akian , Stéphane Gaubert , Shanqing Liu

In this work, we investigate a stochastic control framework for global optimization over both Euclidean spaces and the Wasserstein space of probability measures, where the objective function may be non-convex and/or non-differentiable. In…

最优化与控制 · 数学 2026-04-21 Jinniao Qiu

This paper studies the stochastic optimal control of jump-diffusion processes and the associated fully nonlinear backward stochastic Hamilton--Jacobi--Bellman (BSHJB) equations. We establish the dynamic programming principle (DPP) via…

最优化与控制 · 数学 2026-05-21 Dunxiang Liang , Qingxin Meng

A necessary and sufficient condition for a parameter transformation that leaves invariant the energy of a one dimensional autonomous system is obtained. Using a parameter transformation the Hamilton-Jacobi equation is solved by a…

数学物理 · 物理学 2007-05-23 G. Gonzalez

In this paper, we study the existence and uniqueness of viscosity solutions to a kind of Hamilton-Jacobi-Bellman (HJB) equations combined with algebra equations. This HJB equation is related to a stochastic optimal control problem for which…

最优化与控制 · 数学 2019-06-19 Mingshang Hu , Shaolin Ji , Xiaole Xue

This paper is focused on the mathematical modeling and solution of the optimal charging of a large population of identical plug-in electric vehicles (PEVs) with mixed state variables (continuous and discrete). A mean field assumption is…

偏微分方程分析 · 数学 2024-01-29 Adrien Seguret

We study the convergence of Markov Decision Processes made of a large number of objects to optimization problems on ordinary differential equations (ODE). We show that the optimal reward of such a Markov Decision Process, satisfying a…

人工智能 · 计算机科学 2011-05-20 Nicolas Gast , Bruno Gaujal , Jean-Yves Le Boudec

In this paper, we establish a connection between the spectral theory of the Koopman operator and the solution of the Hamilton Jacobi (HJ) equation. The HJ equation occupies a central place in systems theory, and its solution is of interest…

动力系统 · 数学 2025-04-11 Umesh Vaidya

We establish existence and uniqueness of minimax solutions for a fairly general class of path-dependent Hamilton-Jacobi equations. In particular, the relevant Hamiltonians can contain the solution and they only need to be measurable with…

偏微分方程分析 · 数学 2025-01-28 Elena Bandini , Christian Keller

In this paper, we investigate a fully nonlinear evolutionary Hamilton-Jacobi-Bellman (HJB) parabolic equation utilizing the monotone operator technique. We consider the HJB equation arising from portfolio optimization selection, where the…

数理金融 · 定量金融 2021-04-14 Daniel Sevcovic , Cyril Izuchukwu Udeani

In this manuscript we consider optimal control problems of stochastic differential equations with delays in the state and in the control. First, we prove an equivalent Markovian reformulation on Hilbert spaces of the state equation. Then,…

最优化与控制 · 数学 2024-05-20 Filippo de Feo
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