Adaptive Event-Based Control for Discrete-Time Nonaffine Systems with Constrained Inputs

Mingming Ha, Ding Wang, Derong Liu, Bo Zhao
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引用次数: 0

Abstract

This paper investigates an event-based controller for the near-optimal control policy of nonaffine discrete-time systems with constrained inputs. This algorithm is based on the dual heuristic dynamic programming (DHP) approach. In order to overcome the challenge which is generated by systems with control constraints, a useful nonquadratic performance index is introduced. Besides, the event-based control technique is employed to reduce the computational burden. Meanwhile, a Lyapunov stability analysis is elaborated to prove that the proposed control algorithm can asymptotically stabilize this type of systems. Moreover, we give the stablility condition and the design procedure of the event-based controller. Additionally, we apply three neural networks to realize the present algorithm. Finally, a numerical simulation is conducted to verify the feasibility and performance of the proposed control algorithm.
输入受限的离散非仿射系统的自适应事件控制
研究了一种基于事件的非仿射离散系统的近最优控制策略。该算法基于对偶启发式动态规划(DHP)方法。为了克服带有控制约束的系统所产生的挑战,引入了一个有用的非二次性能指标。此外,还采用了基于事件的控制技术来减少计算量。同时,通过Lyapunov稳定性分析证明了所提出的控制算法能够渐近稳定这类系统。给出了基于事件控制器的稳定性条件和设计步骤。此外,我们采用了三种神经网络来实现本算法。最后,通过数值仿真验证了所提控制算法的可行性和性能。
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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