National Changhua University of Education Institutional Repository : Item 987654321/18342
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题名: Design of an Adaptive Line Enhancement System Using a Variable Step-size Affine-Projection Algorithm
作者: Wu, Jian-Da;Hung, Ran-Jen
贡献者: 車輛科技研究所
关键词: Adaptive line enhancement;Fault diagnosis;Affine-projection algorithm
日期: 2005-07
上传时间: 2014-04-29T07:27:27Z
出版者: Elsevier Ltd
摘要: This paper presents design of an adaptive line enhancement (ALE) system for improving sensor response using a variable step-size affine-projection algorithm (VSS APA). ALE is an adaptive technique that may be used to detect a periodic signal buried in a broadband noise background such as in rotating machinery fault diagnosis. However, most of the conventional methods for ALE system are based primarily on an adaptive filter with the least-mean-square (LMS) error algorithm. Unfortunately, convergence speed is limited when a filtering plant is varied, because the learning process of the adaptive algorithm fails to respond quickly enough to the changing operational conditions. This study proposed a VSS APA for improving both the convergence speed and the performance of the ALE system. Two applications were conducted to compare the performance of the proposed algorithm and various traditional adaptive filtering algorithms. The first application used the proposed ALE system to improve the response of a wheel speed sensor output signal; the other was used for reducing the background noise during rotating machinery fault diagnosis. Both the experimental results indicated that the ALE with VSS APA has an effective performance and convergence for both applications.
關聯: NDT & E International, 38(5): 387-393
显示于类别:[車輛科技研究所] 期刊論文

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