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Distributed optimisation of second-order multi-agent systems by control algorithm using position-only interaction with time-varying delay

机译:时变时滞纯位置相互作用控制算法的二阶多智能体系统分布式优化

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摘要

In this study, the distributed optimisation problem is investigated by using the framework of second-order multi-agent systems (MASs) over a directed communication topology. A distributed algorithm is proposed for the MASs to seek the solution of the optimisation problem. The proposed algorithm contains two layers, the cooperative compensator and the local optimiser, where the former layer is to compensate the cooperative errors and the latter will lead the agents to the optimal solution. In the algorithm, each agent only uses the position information from its neighbours in the presence of delay. By utilising the Lyapunov–Krasovskii functional, delay-dependent conditions are derived for the slowly-varying and fast-varying delays, respectively, to guarantee the algorithm converges to the optimal solution. Furthermore, a criterion on solving the optimisation problem through the MASs with discrete-time communication is also proposed directly from the result of the fast-varying delay. Finally, a numerical simulation example is presented to illustrate the persuasive effectiveness of the theoretical results.
机译:在本研究中,通过在定向通信拓扑上使用二阶多智能体系统(MAS)的框架来研究分布式优化问题。提出了一种用于MAS的分布式算法,以寻求优化问题的解决方案。所提出的算法包括两层:协同补偿器和局部优化器,其中前一层用于补偿协同误差,而后者则将主体引导至最优解。在该算法中,每个代理仅在存在延迟的情况下使用来自其邻居的位置信息。通过利用Lyapunov–Krasovskii函数,分别得出了时变和时变时滞相关的时延相关条件,以确保算法收敛到最优解。此外,还直接根据快速变化的延迟结果提出了通过具有离散时间通信的MAS解决优化问题的准则。最后,通过一个数值仿真例子来说明理论结果的说服力。

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