Machine Behavior Design And Analysis
A Consensus Perspective
Shuai Li author Yinyan Zhang author
Format:Paperback
Publisher:Springer Verlag, Singapore
Published:14th Mar '21
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This book explores systematic investigations into consensus in multi-agent systems, focusing on various consensus protocols, their design, analysis, and connections to path planning, while providing theoretical insights and practical examples.
Machine Behavior Design and Analysis explores the intricate dynamics of consensus in multi-agent systems. The authors conduct a thorough investigation into various consensus protocols, emphasizing min-consensus and its variants. They delve into second-order and higher-order min-consensus, offering insights into how these protocols function within a multi-agent framework. A particularly intriguing aspect discussed is the relationship between consensus and path planning. The authors demonstrate that a biased min-consensus protocol can influence path planning, suggesting that the complexities of finding the shortest path can arise from modifications to the min-consensus protocol. This case study may inspire researchers in distributed control to reconsider the connections between complexity, control, and intelligence.
The book is structured to be self-contained, ensuring that readers can easily follow the concepts presented. Each consensus protocol is supported by simulations and mathematical analyses, employing tools such as graph theory and modern control theory. This approach not only solidifies the theoretical contributions made but also provides a deeper understanding of the methodologies involved in consensus design.
Ultimately, Machine Behavior Design and Analysis aims to bridge the gap between theory and practice in the field of multi-agent systems. By combining rigorous analysis with practical examples, the authors encourage a comprehensive exploration of consensus protocols, positioning their work as a valuable resource for researchers and practitioners alike.
ISBN: 9789811532337
Dimensions: unknown
Weight: unknown
183 pages
1st ed. 2020