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Convex combinations of multiple kernel adaptive filters

  • Jiangsu University
  • China State Shipbuilding Corporation
  • Northwestern Polytechnical University Xian

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)

摘要

In this paper, we aim to improve the overall performance of kernel adaptive filters by adaptively combining several component filters with different parameters setting in the practical applications. The convex combination scheme is exploited to incorporate any two parallel diversity branches which could be the component filter or the output of previous combination layer. The proposed convex combination of multiple kernel adaptive filters can provide the more robust and better performance than the single filters with fixed parameters especially in the nonstationary complex environments without priori knowledge. Simulation results illustrate the superior performance of the proposed approach.

源语言英语
主期刊名2017 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2017
出版商Institute of Electrical and Electronics Engineers Inc.
1-5
页数5
ISBN(电子版)9781538631409
DOI
出版状态已出版 - 29 12月 2017
活动7th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2017 - Xiamen, Fujian, 中国
期限: 22 10月 201725 10月 2017

丛书

姓名2017 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2017
2017-January

会议

会议7th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2017
国家/地区中国
Xiamen, Fujian
时期22/10/1725/10/17

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