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带有执行器故障的仿射非线性控制系统的主动互补控制。

Active Complementary Control for Affine Nonlinear Control Systems With Actuator Faults.

出版信息

IEEE Trans Cybern. 2017 Nov;47(11):3542-3553. doi: 10.1109/TCYB.2016.2569406. Epub 2016 May 26.

Abstract

This paper is concerned with the problem of active complementary control design for affine nonlinear control systems with actuator faults. The outage and loss of effectiveness fault cases are considered. In order to achieve the performance enhancement of the faulty control system, the complementary control scheme is designed in two steps. Firstly, a novel fault estimation scheme is developed. Then, by using the fault estimations to reconstruct the faulty system dynamics and introducing a cost function as the optimization objective, a nearly optimal complementary control is obtained online based on the adaptive dynamic programming (ADP) method. Unlike most of the previous ADP methods with the addition of a probing signal, new adaptive weight update laws are derived to guarantee the convergence of neural network weights and the stability of the closed-loop system, which strongly supports the online implementation of the ADP method. Finally, two simulation examples are given to illustrate the performance and effectiveness of the proposed method.

摘要

本文研究了具有执行器故障的仿射非线性控制系统的主动互补控制设计问题。考虑了故障和失效故障情况。为了提高故障控制系统的性能,在两步中设计了互补控制方案。首先,开发了一种新颖的故障估计方案。然后,通过使用故障估计来重构故障系统动力学,并引入成本函数作为优化目标,基于自适应动态规划 (ADP) 方法在线获得几乎最优的互补控制。与大多数以前的 ADP 方法不同,不需要添加探测信号,新的自适应权重更新法则可以保证神经网络权重的收敛性和闭环系统的稳定性,这为 ADP 方法的在线实现提供了有力支持。最后,给出了两个仿真示例来说明所提出方法的性能和有效性。

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