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A Carleman approximation scheme for a stochastic optimal nonlinear control problem

机译:随机最佳非线性控制问题的铭牌逼近方案

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The paper investigates the optimal linear quadratic control problem in the discrete-time framework, for stochastic systems affected by disturbances generated by a nonlinear stochastic exosystem. By applying the maximum principle to nonlinear optimal control problems, it does not admit, in general, implementable solutions. Therefore, it is worthwhile to look for finite-dimensional approximation schemes. The approach followed in this paper is based on the υ-degree Carleman approximation of a stochastic nonlinear system applied to the nonlinear exosystem and provides a real-time algorithm to design an implementable control law. Simulations support theoretical results and show the improvements when the approximation index υ is increased.
机译:该论文研究了离散时间框架中的最佳线性二次控制问题,对于受非线性随机外肠系产生的扰动影响的随机系统。通过将最大原则应用于非线性最佳控制问题,它不承认一般可实现的解决方案。因此,值得寻找有限维近似方案。本文遵循的方法是基于应用于非线性外部系统的随机非线性系统的υ度载体逼近,并提供了设计可实现的控制法的实时算法。模拟支持理论结果,并显示近似指数υ的提高。

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