Nonlinear adaptive recursive filtering using gradient-based algorithms

被引:1
|
作者
Wang, HK [1 ]
Zhang, LY [1 ]
Li, RL [1 ]
机构
[1] Taiyua Univ Technol, Dept Elect & Informat Engn, Shanxi 030024, Peoples R China
关键词
D O I
10.1109/ICOSP.1998.770167
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a nonlinear adaptive recursive digital filter in which an adaptively adjustable nonlinear function is placed at the output of a linear recursive filter. Adaptive algorithms are based on a gradient search technique for updating coefficients of the filter and parameters of the nonlinear function. The filter is stable in the sense that the filter output is always bounded with bounded input signals, and it does not need stability monitoring in the adaptive process. Computer simulations confirm the validity of the derived results.
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页码:126 / 129
页数:4
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