Tracking Analysis of Adaptive Filters with Data Normalization and Error Nonlinearities

• WEE Wemer M.

  Department of Communications and Computer Engineering, Tokyo Institute of Technology

• YAMADA Isao

  Department of Communications and Computer Engineering, Tokyo Institute of Technology

抄録

This paper presents a unified treatment of the tracking analysis of adaptive filters with data normalization and error nonlinearities. The approach we develop is based on the celebrated energy-conservation framework, which investigates the energy flow through each iteration of an adaptive filter. Aside from deriving earlier results in a unified manner, we obtain new performance results for more general filters without restricting the regression data to a particular distribution. Simulations show good agreement with the theoretical findings.

収録刊行物

• IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

  IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E96.A (11), 2198-2208, 2013

  一般社団法人 電子情報通信学会

キーワード

• adaptive filter
• energy-conservation
• error nonlinearity
• data normalization
• tracking analysis
• transient analysis
• steady-state analysis

詳細情報

• CRID: 1390001206311494912
• NII論文ID: 130003385259
• DOI: 10.1587/transfun.e96.a.2198
• ISSN: 17451337
• ISSN: 09168508
• Web Site: https://www.jstage.jst.go.jp/article/transfun/E96.A/11/E96.A_2198/_pdf
• 本文言語コード: en
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