Distributed Consensus With Limited Communication Data Rate | |
Li, Tao2,3; Fu, Minyue1,4; Xie, Lihua3; Zhang, Ji-Feng2 | |
刊名 | IEEE TRANSACTIONS ON AUTOMATIC CONTROL |
2011-02-01 | |
卷号 | 56期号:2页码:279-292 |
关键词 | Average-consensus communication energy data rate distributed consensus distributed coordination distributed estimation multi-agent systems quantization sensor network |
ISSN号 | 0018-9286 |
DOI | 10.1109/TAC.2010.2052384 |
英文摘要 | Communication data rate and energy constraints are important factors which have to be considered when investigating distributed coordination of multi-agent networks. Although many proposed average-consensus protocols are available, a fundamental theoretic problem remains open, namely, how many bits of information are necessary for each pair of adjacent agents to exchange at each time step to ensure average consensus? In this paper, we consider average-consensus control of undirected networks of discrete-time first-order agents under communication constraints. Each agent has a real-valued state but can only exchange symbolic data with its neighbors. A distributed protocol is proposed based on dynamic encoding and decoding. It is proved that under the protocol designed, for a connected network, average consensus can be achieved with an exponential convergence rate based on merely one bit information exchange between each pair of adjacent agents at each time step. An explicit form of the asymptotic convergence rate is given. It is shown that as the number of agents increases, the asymptotic convergence rate is related to the scale of the network, the number of quantization levels and the ratio of the second smallest eigenvalue to the largest eigenvalue of the Laplacian of the communication graph. We also give a performance index to characterize the total communication energy to achieve average consensus and show that the minimization of the communication energy leads to a tradeoff between the convergence rate and the number of quantization levels. |
资助项目 | Singapore Millennium Foundation ; Agency for Science, Technology and Research[SERC 052 101 0037] ; National Natural Science Foundation of China (NSFC)[60828006] ; National Natural Science Foundation of China (NSFC)[60821091] ; National Natural Science Foundation of China (NSFC)[60934006] ; National Natural Science Foundation of China (NSFC)[61004029] ; NSFC-Guangdong Joint Foundation[U0735003] ; Major State Basic Research Development Program of China[2009cb320600] ; Chinese National Laboratory of Space Intelligent Control |
WOS研究方向 | Automation & Control Systems ; Engineering |
语种 | 英语 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS记录号 | WOS:000287084300004 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/12015] |
专题 | 系统科学研究所 |
通讯作者 | Li, Tao |
作者单位 | 1.Univ Newcastle, Sch EE&CS, Newcastle, NSW 2308, Australia 2.Chinese Acad Sci, Key Lab Syst & Control, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 3.Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore 4.Univ Newcastle, Sch EE&CS, Newcastle, NSW 2308, Australia |
推荐引用方式 GB/T 7714 | Li, Tao,Fu, Minyue,Xie, Lihua,et al. Distributed Consensus With Limited Communication Data Rate[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2011,56(2):279-292. |
APA | Li, Tao,Fu, Minyue,Xie, Lihua,&Zhang, Ji-Feng.(2011).Distributed Consensus With Limited Communication Data Rate.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,56(2),279-292. |
MLA | Li, Tao,et al."Distributed Consensus With Limited Communication Data Rate".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 56.2(2011):279-292. |
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