COI code: ISCEE14_193
Paper Language: English
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Authors A Comparative Study of the Family of Partial Update Adaptive Filter Algorithms in System Identification ApplicationMohammad Shams Esfand Abadi - Shahid Rajaee Teacher Training University, Faculty of Electrical and Computer Engineering, Tehran, Iran
Behzad Azizian Isaloo - Shahid Rajaee Teacher Training University, Faculty of Electrical and Computer Engineering, Tehran, Iran
Hamid Mohammadi - Shahid Rajaee Teacher Training University, Faculty of Electrical and Computer Engineering, Tehran, Iran
Abstract:The partial update adaptive filters are very useful in different applications of signal processing due to reduction in computational complexity. This paper compares the performance of various partial update adaptive filter algorithms in system identification application. These algorithms are periodic, sequential, and stochastic partial update version of the least mean squares (LMS), normalized LMS (NLMS), and affine projection algorithms (APA). Also, the M-max version of these algorithms is also presented. Simulation results show that the partial update adaptive algorithms have comparable performance with the full update adaptive filters. Furthermore, the computational complexity of this family of adaptive filters is lower than full update version of adaptive algorithms
Keywords:adaptive filter, system identification, partial update, sequential, stochastic, periodic
COI code: ISCEE14_193
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Esfand Abadi, Mohammad Shams; Behzad Azizian Isaloo & Hamid Mohammadi, 2011, A Comparative Study of the Family of Partial Update Adaptive Filter Algorithms in System Identification Application, 14th Iranian Student Conference on Electrical Engineering, كرمانشاه, دانشگاه كرمانشاه, سازمان علمي دانشجويي مهندسي برق كشور, https://www.civilica.com/Paper-ISCEE14-ISCEE14_193.htmlInside the text, wherever referred to or an achievement of this article is mentioned, after mentioning the article, inside the parental, the following specifications are written.
First Time: (Esfand Abadi, Mohammad Shams; Behzad Azizian Isaloo & Hamid Mohammadi, 2011)
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