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The Method of Successive Approximations (MSA) is a fixed-point iterative method used to solve stochastic optimal control problems. It is an indirect method based on the conditions derived from the Stochastic Maximum Principle (SMP), an…

最优化与控制 · 数学 2024-05-14 Safouane Taoufik , Badr Missaoui

In this work, we study the stochastic optimal control problem (SOC) mainly from the probabilistic view point, i.e. via the Stochastic Maximum principle (SMP) \cite{Peng4}. We adopt the sample-wise backpropagation scheme proposed in…

最优化与控制 · 数学 2025-06-17 Hui Sun , Feng Bao

The classical Method of Successive Approximations (MSA) is an iterative method for solving stochastic control problems and is derived from Pontryagin's optimality principle. It is known that the MSA may fail to converge. Using careful…

最优化与控制 · 数学 2020-11-18 Bekzhan Kerimkulov , David Šiška , Łukasz Szpruch

In this paper, we study the numerical method for stochastic optimal control problems (SOCPs). By reducing the optimal control problem to the discrete case, we derive a discrete stochastic maximum principle (SMP). With the help of this SMP,…

数值分析 · 数学 2020-07-14 Mingshang Hu , Lianzi Jiang

In this paper, we study numerical approximations for optimal control of a class of stochastic partial differential equations with partial observations. The system state evolves in a Hilbert space, whereas observations are given in…

最优化与控制 · 数学 2025-04-02 Feng Bao , Yanzhao Cao , Hongjiang Qian

The "backward simulation" of a stochastic process is defined as the stochastic dynamics that trace a time-reversed path from the target region to the initial configuration. If the probabilities calculated by the original simulation are…

数据分析、统计与概率 · 物理学 2019-01-29 Shinichi Takayanagi , Yukito Iba

We study linear-quadratic stochastic optimal control problems with bilinear state dependence for which the underlying stochastic differential equation (SDE) consists of slow and fast degrees of freedom. We show that, in the same way in…

动力系统 · 数学 2018-03-21 Omar Kebiri , Lara Neureither , Carsten Hartmann

This paper investigates optimal control problems for delayed systems governed by Infinitely Anticipated Backward Stochastic Differential Equations (IABSDEs). Unlike existing frameworks limited to bounded delays, we introduce a generalized…

最优化与控制 · 数学 2025-12-22 Guanwei Cheng

The aim of this paper is to derive a maximum principle for a control problem governed by a stochastic partial differential equation (SPDE) with locally monotone coefficients. In particular, necessary conditions for optimality for this…

最优化与控制 · 数学 2019-10-11 Edson Alberto Coayla-Teran

In this paper, we study the optimal control of a discrete-time stochastic differential equation (SDE) of mean-field type, where the coefficients can depend on both a function of the law and the state of the process. We establish a new…

最优化与控制 · 数学 2022-10-05 Arzu Ahmadova , Nazim I. Mahmudov

This paper is concerned with a stochastic recursive optimal control problem with time delay, where the controlled system is described by a stochastic differential delayed equation (SDDE) and the cost functional is formulated as the solution…

最优化与控制 · 数学 2014-08-26 Jingtao Shi , Huanshui Zhang

We a controlled system driven by a coupled forward-backward stochastic differential equation (FBSDE) with a non degenerate diffusion matrix. The cost functional is defined by the solution of the controlled backward stochastic differential…

最优化与控制 · 数学 2017-02-02 Khaled Bahlali , Omar Kebiri , Brahim Mezerdi , Ahmed Mtiraoui

This paper presents three versions of maximum principle for a stochastic optimal control problem of Markov regime-switching forward-backward stochastic differential equations with jumps (FBSDEJs). A general sufficient maximum principle for…

最优化与控制 · 数学 2014-10-14 Olivier Menoukeu Pamen

The solution to a stochastic optimal control problem can be determined by computing the value function from a discretization of the associated Hamilton-Jacobi-Bellman equation. Alternatively, the problem can be reformulated in terms of a…

最优化与控制 · 数学 2024-02-29 Sebastian Reich

In this paper, we study the stochastic optimal control problem for control system with time-varying delay. The corresponding stochastic differential equation is a kind of stochastic differential delay equation. We prove the existence and…

最优化与控制 · 数学 2024-01-17 Yuhang Li , Yuecai Han

The objective of this paper is to weaken the Lipschitz condition to a monotonicity condition and to study the corresponding Pontryagin stochastic maximum principle (SMP) for a mean-field optimal control problem under monotonicity…

最优化与控制 · 数学 2025-03-18 Bowen He , Juan Li , Zhanxin Li

In this paper we present a novel sampling-based numerical scheme designed to solve a certain class of stochastic optimal control problems, utilizing forward and backward stochastic differential equations (FBSDEs). By means of a nonlinear…

系统与控制 · 计算机科学 2020-06-18 Ioannis Exarchos , Evangelos A. Theodorou

We study a stochastic optimal control problem for fully coupled forward-backward stochastic control systems with a nonempty control domain. For our problem, the first-order and second-order variational equations are fully coupled linear…

最优化与控制 · 数学 2018-12-05 Mingshang Hu , Shaolin Ji , Xiaole Xue

This paper is concerned with an optimal control problem for a forward-backward stochastic differential equation (FBSDE, for short) with a recursive cost functional determined by a backward stochastic Volterra integral equation (BSVIE, for…

最优化与控制 · 数学 2022-09-20 Hanxiao Wang , Jiongmin Yong , Chao Zhou

Hu et. al 2018 studied a stochastic optimal control problem for fully coupled forward-backward stochastic control systems with a nonempty control domain. By assuming a weakly coupled condition, they established an approach to obtain the…

最优化与控制 · 数学 2018-12-31 Mingshang Hu , Shaolin Ji , Xiaole Xue