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Global parameters estimation and convergence proof of isomorphic networks using historical data
文献类型:会议
作者:Lu, Zhenyu[1]  Huang, Panfeng[2]  
机构:[1]Northwestern Polytech Univ, Natl Key Lab Aerosp Flight Dynam, Sch Astronaut, Res Ctr Intelligent Robot, Xian 710072, Peoples R China.;
[2]Northwestern Polytech Univ, Natl Key Lab Aerosp Flight Dynam, Sch Astronaut, Res Ctr Intelligent Robot, Xian 710072, Peoples R China.;
年:2014
通讯作者:Lu, ZY (reprint author), Northwestern Polytech Univ, Natl Key Lab Aerosp Flight Dynam, Sch Astronaut, Res Ctr Intelligent Robot, Xian 710072, Peoples R China.
会议名称:International Conference on Multisensor Fusion and Information Integration for Intelligent Systems (MFI)
会议论文集:PROCESSING OF 2014 INTERNATIONAL CONFERENCE ON MUL
会议地点:Beijing, PEOPLES R CHINA
会议开始日期:2014-01-01
收录情况:CPCI-S(WOS:000358878700052)  
所属部门:航天学院
人气指数:1064
浏览次数:1053
语言:外文
摘要:
In recent years, the wireless sensors networks raise a great attention in the world. In this paper we proposed a method-multi-innovation coupled stochastic gradient (MICSG) algorithm for the global parameters estimation of the distributed sensors. This algorithm utilizes the identified result of the previous adjacent node and the local historical data to modify own estimated parameters. Then we make a proof of parameters convergence of proposed algorithm. Two examples are presented in the simula ...More
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