Cover Image

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

International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.

Saved in:
Bibliographic Details
Main Authors: Sabur A. Alim, Nahrul Khair Alang, Md Rashid, Dr., Ajibola, Alim Sabur, Md. Mozasser, Rahman
Other Authors: moaj1st@yahoo.com
Format: Working Paper
Language:English
Published: Universiti Malaysia Perlis (UniMAP) 2012
Subjects:
Mel frequency cepstrum coefficients
Perceptual linear prediction
Multilayer perceptron
Recurrent neural network
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/20500
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.unimap-20500
record_format dspace
spelling my.unimap-205002012-07-19T14:27:12Z A comparative study of the difference between MFCC and PLP in the recognition of sound Sabur A. Alim Nahrul Khair Alang, Md Rashid, Dr. Ajibola, Alim Sabur Md. Mozasser, Rahman moaj1st@yahoo.com Mel frequency cepstrum coefficients Perceptual linear prediction Multilayer perceptron Recurrent neural network International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. 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 & PLP using MLP as classifier. 2012-07-19T14:27:12Z 2012-07-19T14:27:12Z 2012-02-27 Working Paper http://hdl.handle.net/123456789/20500 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) Universiti Malaysia Perlis (UniMAP) School of Mechatronic Engineering
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Mel frequency cepstrum coefficients
Perceptual linear prediction
Multilayer perceptron
Recurrent neural network
spellingShingle Mel frequency cepstrum coefficients
Perceptual linear prediction
Multilayer perceptron
Recurrent neural network
Sabur A. Alim
Nahrul Khair Alang, Md Rashid, Dr.
Ajibola, Alim Sabur
Md. Mozasser, Rahman
A comparative study of the difference between MFCC and PLP in the recognition of sound
description International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.
author2 moaj1st@yahoo.com
author_facet moaj1st@yahoo.com
Sabur A. Alim
Nahrul Khair Alang, Md Rashid, Dr.
Ajibola, Alim Sabur
Md. Mozasser, Rahman
format Working Paper
author Sabur A. Alim
Nahrul Khair Alang, Md Rashid, Dr.
Ajibola, Alim Sabur
Md. Mozasser, Rahman
author_sort Sabur A. Alim
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 Universiti Malaysia Perlis (UniMAP)
publishDate 2012
url http://dspace.unimap.edu.my/xmlui/handle/123456789/20500
_version_ 1643793091410264064
score 13.214268

Similar Items