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Flocking control of multi-agents based on self-adaptively weighting observers driven only by local position measurements

机译:基于仅由局部位置测量驱动的自适应加权观察者的多主体植绒控制

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The most methods to achieve flocking control of multi-agent systems take both position and speed information of all the multi-agents into the control laws. However, various factors and their magnitudes, related to mutual position difference vectors, between the multi-agents are neglected. In this paper, based on distributed observers, flocking control algorithms driven only by local position measurements and with self-adaptively weighting coefficients are proposed. The suggested algorithms are sketched as follows. Firstly, distributed observers are introduced to each individual agent to estimate its speed only by local position measurements of the agents locating in the corresponding neighborhoods. Secondly, by self-adaptively adjusted weighting coefficients to the observers, possible attraction/dispersion force variations caused by position measurement uncertainties are exploited for facilitating flocking formation. Moreover, major properties of the suggested flocking algorithms are analyzed rigorously, and numerical simulations are shown to verify effectiveness of the proposed algorithms.
机译:实现多主体系统植群控制的大多数方法都将所有多主体的位置和速度信息都纳入控制律。然而,忽略了多主体之间与相互位置差矢量有关的各种因素及其大小。本文基于分布式观测器,提出了仅由局部位置测量驱动且具有自适应加权系数的植绒控制算法。建议的算法概述如下。首先,将分布式观察者介绍给每个单独的代理,以仅通过对位于相应邻域中的代理的本地位置测量来估计其速度。其次,通过对观察者进行自适应调整的加权系数,利用由位置测量不确定性引起的可能的吸引力/分散力变化来促进植绒形成。此外,对所提出的植绒算法的主要特性进行了严格的分析,并通过数值模拟验证了所提出的植绒算法的有效性。

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