CI Fusion Filter for Networked Systems with Uncertain Observations, Random Delays and Packets Losses
This paper is concerned with the covariance intersection(CI)fusion filtering problem for networked systems with multiple sensors subject to uncertain observations,random delays and losses of transmitted packets.Several groups of Bernoulli distributed random variables are used to depict the phenomena of uncertain observations,different random delays and losses of transmitted packets from different sensors to the fusion center.Using the innovation analysis approach,local optimal linear filter based on each sensor is presented in the linear minimum variance sense.Further,a distributed suboptimal fusion filter is obtained by using the CI fusion algorithm.It has the reduced computational burden since the computation of cross-covariance matrices is avoided.Moreover,it has better accuracy than any local filters.A simulation example verifies the effectiveness.
Packet loss random delay uncertain observation covariance intersection (CI) fusion filter networked system
Li Na Ma Jing Sun Shuli
School of Electronics Engineering,Heilongjiang University,Harbin 150080,China School of Mathematical Science,Heilongjiang University,Harbin 150080,China
国际会议
The 33th Chinese Control Conference第33届中国控制会议
南京
英文
5813-5817
2014-07-28(万方平台首次上网日期,不代表论文的发表时间)