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Improvement of wiener filter based speech enhancement using compressive sensing

Sulong, Amart and Abdul Kadir, Kushsairy and Gunawan, Teddy Surya and Khalifa, Othman Omran (2014) Improvement of wiener filter based speech enhancement using compressive sensing. In: IEEE International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA 2014), 25-27 Nov 2014, Kuala Lumpur.

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Abstract

Many researches have been addressed on design approach for speech enhancement. They are mainly focus on speech quality and intelligibility to produce high performance level of speech signal. Wiener filter is one of the adaptive filter algorithm to adjust filter coefficients and produce an output signal that satisfies some statistical criterion. The objective measure will optimize using informal listening test and Perceptual Evaluation of Speech Quality (PESQ). The cascaded design approach of the Wiener filter and compressive sensing (CS) algorithm with random matrices were applied to exhibit and produce the better results. Therefore, applying the speech signal to this algorithm design in terms of appropriate basis functions of relatively few nonzero coefficients in CS can achieve an optimal estimate of uncorrelated components of noisy speech without obvious degradation of speech quality. Aside from that, this algorithm can be promised the speech enhancement with high performance results and significantly improved comparing to classical methods.

Item Type: Conference or Workshop Item (Invited Papers)
Additional Information: 5588/40302 (ISBN: 978-1-4799-8039-0, DOI: 10.1109/ICSIMA.2014.7047442)
Uncontrolled Keywords: Speech Enhancement; Compressive sensing; PESQ;
Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Engineering > Department of Electrical and Computer Engineering
Depositing User: Dr Teddy Surya Gunawan
Date Deposited: 28 Apr 2015 12:16
Last Modified: 23 Sep 2017 11:13
URI: http://irep.iium.edu.my/id/eprint/40302

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