MISALIGNMENT ANALYSIS OF THE THREE-LEVEL CLIPPING-BASED LMS ADAPTIVE ALGORITHM IN SYSTEM IDENTIFICATION

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BEKRANI M.; LOTFIZAD M.

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Paper Information

Journal: The Modares Journal of Electrical Engineering Year:2010 | Volume:10 | Issue:2 Page(s): 17-29

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Title

MISALIGNMENT ANALYSIS OF THE THREE-LEVEL CLIPPING-BASED LMS ADAPTIVE ALGORITHM IN SYSTEM IDENTIFICATION

Author(s)

BEKRANI M. | LOTFIZAD M. | Issue Writer Certificate

Keywords

ADAPTIVE FILTERQ2

CONVERGENCE RATEQ2

MISALIGNMENTQ3

THREE-LEVEL CLIPPINGQ3

WEIGHT UPDATEQ3

Abstract

One of the problems associated with adaptive FIR filters in the identification of systems with long impulse responses, is their excessive computational complexity. Recently a new kind of ADAPTIVE FILTERs, based on THREE-LEVEL CLIPPING of the input signal has been presented for reduction of their computational complexity. In this paper, a theoretical analysis of the steady-state MISALIGNMENT of ADAPTIVE FILTER equipped with the LMS algorithm, based on THREE-LEVEL CLIPPING, is presented and by using it the minimum mean square error is achieved. This analysis can be a basis in the design of the above mentioned filters with appropriate clipping levels and proper step-sizes for system identification applications.

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APA: Copy

BEKRANI, M., & LOTFIZAD, M.. (2010). MISALIGNMENT ANALYSIS OF THE THREE-LEVEL CLIPPING-BASED LMS ADAPTIVE ALGORITHM IN SYSTEM IDENTIFICATION. MODARES JOURNAL OF ELECTRICAL ENGINEERING, 10(2), 17-29. SID. https://sid.ir/paper/177649/en

Vancouver: Copy

BEKRANI M., LOTFIZAD M.. MISALIGNMENT ANALYSIS OF THE THREE-LEVEL CLIPPING-BASED LMS ADAPTIVE ALGORITHM IN SYSTEM IDENTIFICATION. MODARES JOURNAL OF ELECTRICAL ENGINEERING[Internet]. 2010;10(2):17-29. Available from: https://sid.ir/paper/177649/en

IEEE: Copy

M. BEKRANI, and M. LOTFIZAD, “MISALIGNMENT ANALYSIS OF THE THREE-LEVEL CLIPPING-BASED LMS ADAPTIVE ALGORITHM IN SYSTEM IDENTIFICATION,” MODARES JOURNAL OF ELECTRICAL ENGINEERING, vol. 10, no. 2, pp. 17–29, 2010, [Online]. Available: https://sid.ir/paper/177649/en

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