Set-membership adaptive filtering

被引:0
|
作者
Huang, YF [1 ]
机构
[1] Univ Notre Dame, Dept Elect Engn, Notre Dame, IN 46556 USA
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on a bounded-error assumption, set-membership adaptive filtering (SMAF) offers a viable alternative to traditional adaptive filtering techniques that are aimed to minimize an ensemble (or a time) average of the errors. This chapter presents an overview of the principles of SMAF, its features, and some applications. Highlighting the novel features of SMAF includes data-dependent selective update of the parameter estimates. Simulation experiences have shown that the SMAF algorithms normally use less than 20% of the data for updating parameter estimates while achieving performance comparable to traditional algorithms.
引用
收藏
页码:255 / 267
页数:13
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