A FAMILY OF VARIABLE STEP-SIZE AFFINE PROJECTION ADAPTIVE FILTERING ALGORITHMS WITH SELECTIVE REGRESSORS AND SELECTIVE PARTIAL UPDATES

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SHAMS ESFANDABADI M.; MEHRDAD V.; GHOLIPOUR A.

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Paper Information

Journal: Scientia Iranica Year:2010 | Volume:17 | Issue:1 (TRANSACTIONS D: COMPUTER SCIENCE AND ENGINEERING AND ELECTRICAL ENGINEERING) Page(s): 81-98

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Information Journal Paper

Title

A FAMILY OF VARIABLE STEP-SIZE AFFINE PROJECTION ADAPTIVE FILTERING ALGORITHMS WITH SELECTIVE REGRESSORS AND SELECTIVE PARTIAL UPDATES

Author(s)

SHAMS ESFANDABADI M. | MEHRDAD V. | GHOLIPOUR A. | Issue Writer Certificate

Keywords

ADAPTIVE FILTER

AFFINE PROJECTION

SELECTIVE PARTIAL UPDATE

SELECTIVE REGRESSOR

STABILITY BOUND

VARIABLE STEP-SIZE

Abstract

This paper presents a family of VARIABLE STEP-SIZE (VSS) AFFINE PROJECTION (AP) ADAPTIVE FILTERing algorithms with SELECTIVE PARTIAL UPDATEs (SPU) and SELECTIVE REGRESSORs (SR). The presented algorithms have good convergence speed, low steady state Mean Square Error (MSE), and low computational complexity features. The STABILITY BOUNDs of the family of SPU-APA, SR-APA and SPU-SR-APA are analyzed, based on the energy conservation arguments. This analysis does not need to assume a Gaussian or white distribution for the regressors. We demonstrate the good performance of the proposed algorithms through simulations in system identification and acoustic echo cancellation scenarios.

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APA: Copy

SHAMS ESFANDABADI, M., MEHRDAD, V., & GHOLIPOUR, A.. (2010). A FAMILY OF VARIABLE STEP-SIZE AFFINE PROJECTION ADAPTIVE FILTERING ALGORITHMS WITH SELECTIVE REGRESSORS AND SELECTIVE PARTIAL UPDATES. SCIENTIA IRANICA, 17(1 (TRANSACTIONS D: COMPUTER SCIENCE AND ENGINEERING AND ELECTRICAL ENGINEERING)), 81-98. SID. https://sid.ir/paper/289910/en

Vancouver: Copy

SHAMS ESFANDABADI M., MEHRDAD V., GHOLIPOUR A.. A FAMILY OF VARIABLE STEP-SIZE AFFINE PROJECTION ADAPTIVE FILTERING ALGORITHMS WITH SELECTIVE REGRESSORS AND SELECTIVE PARTIAL UPDATES. SCIENTIA IRANICA[Internet]. 2010;17(1 (TRANSACTIONS D: COMPUTER SCIENCE AND ENGINEERING AND ELECTRICAL ENGINEERING)):81-98. Available from: https://sid.ir/paper/289910/en

IEEE: Copy

M. SHAMS ESFANDABADI, V. MEHRDAD, and A. GHOLIPOUR, “A FAMILY OF VARIABLE STEP-SIZE AFFINE PROJECTION ADAPTIVE FILTERING ALGORITHMS WITH SELECTIVE REGRESSORS AND SELECTIVE PARTIAL UPDATES,” SCIENTIA IRANICA, vol. 17, no. 1 (TRANSACTIONS D: COMPUTER SCIENCE AND ENGINEERING AND ELECTRICAL ENGINEERING), pp. 81–98, 2010, [Online]. Available: https://sid.ir/paper/289910/en

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