Distributed finite-time optimization algorithms of higher-order multiagent systems with uncertain nonlinearities

Guipu Li, Zixing Wu, Gui Chen
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Abstract

There are few distributed finite-time optimization results of nonlinear multiagent systems in the published literatures, especially in the case that system nonlinearities are unknown. In this paper, distributed finite-time optimization problem is investigated for higher-order multiagent systems with uncertain nonlinearities. The agent dynamics are permitted to be heterogeneous with different nonlinearities and different orders. This problem is solved by embedded control approach-based distributed finite-time optimization algorithms, which consist of two parts. In the first part, a first-order finite-time optimal signal generator is designed, of which outputs reach the minimizer of the global cost function in finite time. In the second part, embedding the generator into the feedback loop and taking the outputs of the generator as the reference outputs of the agents, and combining finite-time control and feedback domination technique together, tracking controllers are designed for the higher-order nonlinear multiagent systems to track their local optimal reference outputs in finite time. It is rigorously proven that under the proposed distributed optimization algorithms, all the agent outputs reach a bounded neighbor region of the global minimizer in finite time. The effectiveness of the proposed control algorithms is illustrated by simulations.
具有不确定非线性的高阶多代理系统的分布式有限时间优化算法
在已发表的文献中,非线性多代理系统的分布式有限时间优化结果很少,尤其是在系统非线性未知的情况下。本文研究了具有不确定非线性的高阶多代理系统的分布式有限时间优化问题。允许代理动态具有不同的非线性和不同的阶数。该问题由基于嵌入式控制方法的分布式有限时间优化算法解决,该算法由两部分组成。第一部分是设计一个一阶有限时间最优信号发生器,其输出可在有限时间内达到全局成本函数的最小值。在第二部分中,将信号发生器嵌入反馈回路,并将信号发生器的输出作为代理的参考输出,同时结合有限时间控制和反馈支配技术,为高阶非线性多代理系统设计了跟踪控制器,以在有限时间内跟踪其局部最优参考输出。实验严格证明,在所提出的分布式优化算法下,所有代理的输出都能在有限时间内达到全局最小值的有界邻域。仿真说明了所提控制算法的有效性。
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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