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On stochastic optimal control of partially observable nonlinear quasi Hamiltonian systems

机译:部分可观测的非线性拟哈密顿系统的随机最优控制

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摘要

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.
机译:提出了部分可观测的非线性拟哈密顿系统的随机最优控制策略。最佳控制力由两部分组成。第一部分由条件决定,在该条件下,部分可观察的非线性系统的随机最优控制问题转化为完全可观察的线性系统的最优问题。第二部分是通过求解动态规划方程确定的,该方程是将随机平均方法和随机动态规划原理应用于完全可观测的线性控制系统而得出的。通过求解与最优控制的完全可观测线性系统相关的平均Fokker-Planck-Kolmogorov方程,并求解Riccati方程,以估计系统状态的误差,从而预测最优控制的准哈密顿系统的响应。给出一个例子来说明所提出的控制策略的过程和有效性。

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