On stochastic optimal control of partially observable nonlinear quasi Hamiltonian systems.

Wei-qiu Zhu, Zu-guang Ying
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引用次数: 9

Abstract

A stochastic optimal control strategy for partially observable nonlinear quasi Hamiltonian systems is proposed. The optimal control forces consist of two parts. The first part is determined by the conditions under which the stochastic optimal control problem of a partially observable nonlinear system is converted into that of a completely observable linear system. The second part is determined by solving the dynamical programming equation derived by applying the stochastic averaging method and stochastic dynamical programming principle to the completely observable linear control system. The response of the optimally controlled quasi Hamiltonian system is predicted by solving the averaged Fokker-Planck-Kolmogorov equation associated with the optimally controlled completely observable linear system and solving the Riccati equation for the estimated error of system states. An example is given to illustrate the procedure and effectiveness of the proposed control strategy.

部分可观测非线性拟哈密顿系统的随机最优控制。
针对部分可观测非线性拟哈密顿系统,提出了一种随机最优控制策略。最优控制力由两部分组成。第一部分是由部分可观察非线性系统的随机最优控制问题转化为完全可观察线性系统的随机最优控制问题的条件决定的。第二部分是将随机平均法和随机动态规划原理应用于完全可观察线性控制系统,通过求解动态规划方程来确定。通过求解与最优控制完全可观察线性系统相关的平均Fokker-Planck-Kolmogorov方程和求解系统状态估计误差的Riccati方程,预测了最优控制拟哈密顿系统的响应。最后通过实例说明了该控制策略的过程和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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