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《Journal of University of Science and Technology Beijing》 2009-01
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Variable step size LMS algorithm based on a variable region

BAI Jing1,2),YIN Yi-xin1),HAO Zhi-hong1),SUN He-ping2)1) School of Information Engineering,University of Science and Technology Beijing,Beijing 100083,China 2) Information Engineering School,Beihua University,Beijing 132021,China  
The common LMS(least mean square) adaptive filtering algorithm is difficult to harmonize three performance indices,i.e.initial convergent speed,time-varying track ability,and constringent precision,while modeling the system.In order to solve this problem a region-varying and step size-varying LMS algorithm was put forward,and its algorithmic astringency was proved by the Lyapunoy Function.It is shown that the algorithm gives attention to the three performance indices above and can be applied to modeling the system and the inverse system in a field of control.
【Fund】: 国家自然科学基金资助项目(No.60772005)
【CateGory Index】: TN713
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