标题:Optimal Filtering on Continuous-time systems with Markovian Communication Delays and packet dropouts
作者:Han, Chunyan; Wang, Wei; Zhang, Huanshui
通讯作者:Han, CY
作者机构:[Han, Chunyan] Univ Jinan, Sch Control Sci & Engn, Jiwei Rd 106, Jinan, Peoples R China.; [Wang, Wei; Zhang, Huanshui] Shandong Univ, Sch Control Sc 更多
会议名称:10th World Congress on Intelligent Control and Automation (WCICA)
会议日期:JUL 06-08, 2012
来源:PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012)
出版年:2012
页码:2027-2032
关键词:continuous-time systems; random delay; packet dropouts; optimal; filtering
摘要:This paper is concerned with the optimal filter problems for networked systems with random transmission delays, while the delay process is modeled as a multi-state Markov chain which incorporates the data losses naturally. By defining an indicator function of the random delay, the optimal filter problems are transformed into the ones of the standard Markov jumping parameter measurement system. We first present an optimal Kalman filter, which is with timevarying, path-dependent filter gains, and the number of the paths grows exponentially in time delay. Thus an alternative optimal Markov jump linear filter is presented, in which the filter gains just depend on the present value of the Markov chain, and as a result, the obtained filter is again a Markov jump linear system. It can be further shown that the proposed Markov jump linear filter converges to a constant-gain filter under appropriate assumptions.
收录类别:CPCI-S
资源类型:会议论文
TOP