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  • 标题:Robust Distributed Estimation for Localization in Lossy Sensor Networks
  • 本地全文:下载
  • 作者:N. Bof ; N. Bof ; M. Todescato
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2016
  • 卷号:49
  • 期号:22
  • 页码:250-255
  • DOI:10.1016/j.ifacol.2016.10.405
  • 语种:English
  • 出版社:Elsevier
  • 摘要:Abstract: In this paper we address the problem of fault resilient estimation for large-scale systems, where the measurements are possibly corrupted due to faults of low-cost sensors. As a toy application, we consider the problem of localization in Sensor Networks (SN). We propose a distributed solution based on a recently developed generalized descent algorithm. To cope with real-world applications, the algorithm we propose is suitable for an asynchronous implementation and is numerically robust to non ideal communications, i.e., packet-losses. Under mild assumptions, theoretical convergence of the algorithm is shown. The algorithm is compared with a recently developed ADMM-based algorithm for robust state estimation.
  • 关键词:KeywordsMulti-agent systemsRobust EstimationRobust StatisticsAsynchronous BroadcastDistributed Convex OptimizationSensor NetworksWSN
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