A comparative study of the difference between MFCC and PLP in the recognition of sound

Sound is one of the most important tools for classification, recognition and identification of objects in the environment. The raw sound signal is complex and is not suitable to be feed as input to the sound identification system; hence the need for a good front-end arises. The identification rate...

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Main Authors:	Alim, Sabur Ajibola, Alang Md Rashid, Nahrul Khair, Rahman, Md. Mozasser
Format:	Article
Language:	English
Published:	Inderscience Publishers 2013
Subjects:	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
Online Access:	http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/1/Alim_1.pdf

id	iium-31210
recordtype	eprints
spelling	iium-312102013-08-02T01:37:34Z http://irep.iium.edu.my/31210/ A comparative study of the difference between MFCC and PLP in the recognition of sound Alim, Sabur Ajibola Alang Md Rashid, Nahrul Khair Rahman, Md. Mozasser TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Sound is one of the most important tools for classification, recognition and identification of objects in the environment. The raw sound signal is complex and is not suitable to be feed as input to the sound identification system; hence the need for a good front-end arises. The identification rate using the RNN classifier and MFCC is 72.7%, 73.7%, 78.9% 57.1% and 58.3% for aircraft, car, rain, thunder and train respectively as compared to what was obtained by using MLP. 31.6%, 19.4%, 18.5%, 38.0% and 26.4% decline is achieved for aircraft, car, rain, thunder and train respectively when comparing between MLP and RNN for MFCC. As far as sound recognition using the input used in this experiment is concerned, MFCC outperforms PLP and MFCC and PLP using MLP as classifier. Inderscience Publishers 2013-04-18 Article PeerReviewed application/pdf en http://irep.iium.edu.my/31210/1/Alim_1.pdf Alim, Sabur Ajibola and Alang Md Rashid, Nahrul Khair and Rahman, Md. Mozasser (2013) A comparative study of the difference between MFCC and PLP in the recognition of sound. International Journal of Medical Engineering and Informatics, 5 (2). pp. 145-151. ISSN 1755-0661 (O), 1755-0653 (P) http://www.inderscience.com/info/inarticle.php?artid=53331 10.1504/IJMEI.2013.053331
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
spellingShingle	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Alim, Sabur Ajibola Alang Md Rashid, Nahrul Khair Rahman, Md. Mozasser A comparative study of the difference between MFCC and PLP in the recognition of sound
description	Sound is one of the most important tools for classification, recognition and identification of objects in the environment. The raw sound signal is complex and is not suitable to be feed as input to the sound identification system; hence the need for a good front-end arises. The identification rate using the RNN classifier and MFCC is 72.7%, 73.7%, 78.9% 57.1% and 58.3% for aircraft, car, rain, thunder and train respectively as compared to what was obtained by using MLP. 31.6%, 19.4%, 18.5%, 38.0% and 26.4% decline is achieved for aircraft, car, rain, thunder and train respectively when comparing between MLP and RNN for MFCC. As far as sound recognition using the input used in this experiment is concerned, MFCC outperforms PLP and MFCC and PLP using MLP as classifier.
format	Article
author	Alim, Sabur Ajibola Alang Md Rashid, Nahrul Khair Rahman, Md. Mozasser
author_facet	Alim, Sabur Ajibola Alang Md Rashid, Nahrul Khair Rahman, Md. Mozasser
author_sort	Alim, Sabur Ajibola
title	A comparative study of the difference between MFCC and PLP in the recognition of sound
title_short	A comparative study of the difference between MFCC and PLP in the recognition of sound
title_full	A comparative study of the difference between MFCC and PLP in the recognition of sound
title_fullStr	A comparative study of the difference between MFCC and PLP in the recognition of sound
title_full_unstemmed	A comparative study of the difference between MFCC and PLP in the recognition of sound
title_sort	comparative study of the difference between mfcc and plp in the recognition of sound
publisher	Inderscience Publishers
publishDate	2013
url	http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/ http://irep.iium.edu.my/31210/1/Alim_1.pdf
first_indexed	2023-09-18T20:45:27Z
last_indexed	2023-09-18T20:45:27Z
_version_	1777409644286705664

A comparative study of the difference between MFCC and PLP in the recognition of sound

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