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Titlebook: Emergent Behavior Detection and Task Coordination for Multiagent Systems; A Distributed Estima Jing Wang Book 2022 Springer Nature Switzerl

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书目名称Emergent Behavior Detection and Task Coordination for Multiagent Systems
副标题A Distributed Estima
编辑Jing Wang
视频video
概述Expands reader knowledge with novel results on interaction topology and dynamics of multiagent systems.Reinforces theoretical principles with practically applicable solutions to the multiagent task co
丛书名称Studies in Systems, Decision and Control
图书封面Titlebook: Emergent Behavior Detection and Task Coordination for Multiagent Systems; A Distributed Estima Jing Wang Book 2022 Springer Nature Switzerl
描述.This book addresses problems in the modeling, detection, and control of emergent behaviors and task coordination in multiagent systems. It presents a unified solution to such problems in terms of distributed estimation, distributed control, and optimization of interaction topologies and dynamics..Four aspects of the technical solutions in the book are presented: First, the impact of interaction dynamics on the convergence conditions related to interaction topologies is discussed, utilizing a discontinuous cooperative control algorithm of updated design. Second, distributed least-squares and Kalman filtering algorithms for agents with limited interactions are elaborated upon. Third, a general framework of distributed nonlinear control is established, and distributed adaptive control for nonlinear systems with more general uncertainties is presented. Based on the proposed framework, a distributed nonlinear controller is designed to deal with task coordination of robotic systems with nonholonomic constraints. Finally, the problem of optimal multiagent task coordination is addressed and solutions based on approximate dynamic programming and approximate distributed gradient estimation
出版日期Book 2022
关键词Multiagent Systems; Emergent Behaviors; Distributed Estimation; Distributed Control; Distributed Gradien
版次1
doihttps://doi.org/10.1007/978-3-030-86893-2
isbn_softcover978-3-030-86895-6
isbn_ebook978-3-030-86893-2Series ISSN 2198-4182 Series E-ISSN 2198-4190
issn_series 2198-4182
copyrightSpringer Nature Switzerland AG 2022
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Preliminaries on Matrix and System Theory,for linear multiagent systems. The chapter continues with basic concepts in nonlinear system theory including Lyapunov function, Lyapunov stability theory, and nonlinear control design methods. Those are of importance for understanding the analysis and control design for nonlinear multiagent systems.
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Emergent Behavior Detection in Multiagent Systems,rithms and distributed Kalman filtering algorithm under limited and unknown communications among agents. Convergence analysis for those algorithms and simulation examples are provided to illustrate the effectiveness of the proposed algorithms.
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2198-4182 h practically applicable solutions to the multiagent task co.This book addresses problems in the modeling, detection, and control of emergent behaviors and task coordination in multiagent systems. It presents a unified solution to such problems in terms of distributed estimation, distributed control
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