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Convergence speed of a fractional order consensus algorithm over undirected scale‐free networks
Authors:Wei Sun  Yan Li  Changpin Li  YangQuan Chen
Affiliation:1. School of Automation, Beijing Institute of Technology, Beijing 100081, China. He is an exchange Ph.D. student in CSOIS, Utah State University, Logan, UT 84322, U.S.A.;2. School of Control Science and Engineering, Shandong University, Jinan, Shandong 250061, China;3. Dept. of Mathematics, Shanghai University, China;4. Center for Self‐Organizing and Intelligent Systems (CSOIS), Dept. of Electrical and Computer Engineering, Utah State University, Logan, UT 84322, U.S.A.
Abstract:Scale‐free networks have been rediscovered universally in natural and man‐made systems, and the consensus protocols have been tremendously studied over the last decade. Motivated by the fractional‐order dynamics of bacteria colonies, a fractional‐order protocol is employed to achieve the consensus over scale‐free networks. The most remarkable property of scale‐free networks lies in the inverse power‐law degree distributions. The present work concerns the convergence speed with different fractional orders corresponding to different power‐law parameters. The analytic solutions of consensus protocols are given and its property is discussed, explaining the quick convergence speed in the early stage of the consensus process, and the slower performance later. Inspired by such behavior, a switching order consensus protocol is proposed, which efficiently increases the convergence speed and ensures the exponential convergence as time tends to infinity. The disagreement of the system during the consensus procedure is investigated. Theoretic analysis and simulations demonstrate that, for certain scale‐free networks, an optimal order exists so that the fractional‐order consensus algorithm can minimize the disagreement or its integral. Copyright © 2011 John Wiley and Sons Asia Pte Ltd and Chinese Automatic Control Society
Keywords:Fractional‐order calculus  consensus  convergence speed  scale‐free network
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