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Adaptive Data Reusing Normalized Least Mean Square Algorithm Based on Control of Error

Publish Year: 1385
Type: Conference paper
Language: English
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ICEE14_053

Index date: 15 July 2008

Adaptive Data Reusing Normalized Least Mean Square Algorithm Based on Control of Error abstract

Data reusing normalized least mean squares (DRNLMS) algorithms converge often faster than the conventional least mean squares (LMS) algorithm. This paper analyzes an adaptive DRNLMS, ADRNLMS, algorithm which has lower computational complexity relative to DRNLMS algorithm. Convergence behavior of an ADRNLMS algorithm are theoretically derived and analyzed. A large number of reusing times was found to raise the convergence rate but also increase computational complexity. In the proposed ADRNLMS algorithm is shown that number of reusing time is related to boundary of selected error. Decreasing of estimation error from selected threshold is caused decreasing of number of reusing time and vice versa. Simulation results validate the analysis and ensuing method.

Adaptive Data Reusing Normalized Least Mean Square Algorithm Based on Control of Error Keywords:

Adaptive Data Reusing Normalized Least Mean Square Algorithm Based on Control of Error authors

Hadi Sadoghi Yazdi

Faculty of Engineering, Tarbiat Moallem University of Sabzevar, Sabzevar, Iran

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