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Study of Variable Step Size LMS Adaptive Algorithm Based on Variable Region

Study of Variable Step Size LMS Adaptive Algorithm Based on Variable Region
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摘要 This paper puts forward a new variable step size LMS adaptive algorithm based on variable region. The step size μ(k) in the algorithm varies with the variation of the region of deviation e(k) to ensure the optimization of the three performance objectives including initial convergent speed, trace ability of the time-varying system and steady disregulation. The paper demonstrates the convergence of the algorithm accompanied by random noise. This paper puts forward a new variable step size LMS adaptive algorithm based on variable region. The step size p(k) in the algorithm varies with the variation of the region of deviation e (k) to ensure the optimization of the three performance objectives including initial convergent speed, trace ability of the time-varying system and steady disregulation. The paper demonstrates the convergence of the algorithm accompanied by random noise,
出处 《Journal of Donghua University(English Edition)》 EI CAS 2006年第4期32-35,共4页 东华大学学报(英文版)
基金 Supported by Natural Science Foundation of Beijing of China (No.2005AA501140)
关键词 逻辑运算 网络技术 LMS 网络平台 variable step size LMS algorithm, variable region, convergence, model identification.
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