Cooperative Hierarchical Coverage Control of Multiagent Systems With Nonholonomic Constraints in Poriferous Environments

IF 4 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Jiayu Zou;Hai-Tao Zhang;Chao Zhai;Ning Xing;Yong Ma;Xingjian Liu
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Abstract

It has long posed a challenging task to optimally deploy multiagent systems (MASs) to cooperatively coverage poriferous environments in real cooperative detection applications. In response to this challenge, this article proposes a hierarchical coverage control (HCC) protocol for MASs to perform sector-based coverage operations. First, a distributed Voronoi partition-based sweep-and-assign protocol, combined with a sectorial partition method, is developed, enabling the segmentation of a whole poriferous region into multiple sectorial sub-subregions. Following this procedure, an extreme search scheme is developed to determine the optimal amount of agents for each subregion. After this allocation, a distributed controller is proposed to deploy the agents, considering nonholonomic constraints, into designated niche positions. In addition, sufficient conditions are derived to guarantee the asymptotical stability of the present HCC. The analytical challenge of the present study stems from the nonconvex characteristics inherent in the loss function induced by porous environments. This nonconvexity renders the task of globally optimizing the assignment of MASs intractable. Finally, numerical simulations are conducted to validate the effectiveness of the present coverage control approach.
多孔环境下非完整约束多智能体系统的协同层次覆盖控制
在实际的协同检测应用中,如何优化部署多智能体系统(MASs)来协同覆盖多孔环境一直是一个具有挑战性的任务。为了应对这一挑战,本文提出了一种分层覆盖控制(HCC)协议,用于MASs执行基于扇区的覆盖操作。首先,开发了一种基于分布式Voronoi分区的扫描和分配协议,并结合扇区划分方法,将整个多孔区域分割为多个扇区子区域。在此过程中,提出了一种极值搜索方案来确定每个子区域的最优代理数量。在此分配之后,提出了一个分布式控制器,考虑非完整约束,将代理部署到指定的利基位置。此外,还得到了保证HCC渐近稳定性的充分条件。本研究的分析挑战源于多孔环境引起的损失函数固有的非凸特性。这种非凸性使得全局优化质量分配的任务变得棘手。最后,通过数值仿真验证了所提出的覆盖控制方法的有效性。
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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来源期刊
IEEE Transactions on Control of Network Systems
IEEE Transactions on Control of Network Systems Mathematics-Control and Optimization
CiteScore
7.80
自引率
7.10%
发文量
169
期刊介绍: The IEEE Transactions on Control of Network Systems is committed to the timely publication of high-impact papers at the intersection of control systems and network science. In particular, the journal addresses research on the analysis, design and implementation of networked control systems, as well as control over networks. Relevant work includes the full spectrum from basic research on control systems to the design of engineering solutions for automatic control of, and over, networks. The topics covered by this journal include: Coordinated control and estimation over networks, Control and computation over sensor networks, Control under communication constraints, Control and performance analysis issues that arise in the dynamics of networks used in application areas such as communications, computers, transportation, manufacturing, Web ranking and aggregation, social networks, biology, power systems, economics, Synchronization of activities across a controlled network, Stability analysis of controlled networks, Analysis of networks as hybrid dynamical systems.
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