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Probabilistic neural network based olfactory classification for household burning in early fire detection application

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Main Authors: Allan Melvin, Andrew, Kamarulzaman, Kamarudin, Syed Muhammad, Mamduh, Ali Yeon, Md Shakaff, Ammar, Zakaria, Abdul Hamid, Adom, David Lorater, Ndzi, Ragunathan, Santiagoo
Other Authors: raguna@unimap.edu.my
Format: Article
Language:English
Published: IEEE 2016
Subjects:
Classification
Fire detection
Neural network
Olfactory
Time series signal
Online Access:http://dspace.unimap.edu.my:80/xmlui/handle/123456789/41470
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spelling my.unimap-414702016-05-06T07:55:32Z Probabilistic neural network based olfactory classification for household burning in early fire detection application Allan Melvin, Andrew Kamarulzaman, Kamarudin Syed Muhammad, Mamduh Ali Yeon, Md Shakaff Ammar, Zakaria Abdul Hamid, Adom David Lorater, Ndzi Ragunathan, Santiagoo raguna@unimap.edu.my Classification Fire detection Neural network Olfactory Time series signal Link to publisher's homepage at http://ieeexplore.ieee.org Determination of burning smell is important because it can help in early fire detection and prevention. In this paper, a household burning smell classification system for early fire detection application has been proposed using Probabilistic Neural Network (PNN) and PCA analysis. The experiments were performed on recorded smell samples from combustion of ten different commonly available household, including candle, joss sticks, air freshener, mosquito coil, newspaper, card board, plastic materials, Styrofoam and wood. All the experiments were done in a test chamber with humidity and temperature sensors. Portable Electronic Nose (PEN3) from Airsense Analytics is used as the measurement device. The smell source is placed 0.3m from the PEN3 and the time-series signal is measured for two minutes. The odour metrics is modelled using Probabilistic Neural Network. It is found that the average classification accuracy for the model is 99.62%. 2016-05-06T07:53:34Z 2016-05-06T07:53:34Z 2013-12 Article 2013 IEEE Conference on Open Systems, 2013, pages 221-225 978-1-4799-3152-1 http://dspace.unimap.edu.my:80/xmlui/handle/123456789/41470 10.1109/ICOS.2013.6735078 en 2013 IEEE Conference on Open Systems;ICOS 2013 IEEE
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 Classification
Fire detection
Neural network
Olfactory
Time series signal
spellingShingle Classification
Fire detection
Neural network
Olfactory
Time series signal
Allan Melvin, Andrew
Kamarulzaman, Kamarudin
Syed Muhammad, Mamduh
Ali Yeon, Md Shakaff
Ammar, Zakaria
Abdul Hamid, Adom
David Lorater, Ndzi
Ragunathan, Santiagoo
Probabilistic neural network based olfactory classification for household burning in early fire detection application
description Link to publisher's homepage at http://ieeexplore.ieee.org
author2 raguna@unimap.edu.my
author_facet raguna@unimap.edu.my
Allan Melvin, Andrew
Kamarulzaman, Kamarudin
Syed Muhammad, Mamduh
Ali Yeon, Md Shakaff
Ammar, Zakaria
Abdul Hamid, Adom
David Lorater, Ndzi
Ragunathan, Santiagoo
format Article
author Allan Melvin, Andrew
Kamarulzaman, Kamarudin
Syed Muhammad, Mamduh
Ali Yeon, Md Shakaff
Ammar, Zakaria
Abdul Hamid, Adom
David Lorater, Ndzi
Ragunathan, Santiagoo
author_sort Allan Melvin, Andrew
title Probabilistic neural network based olfactory classification for household burning in early fire detection application
title_short Probabilistic neural network based olfactory classification for household burning in early fire detection application
title_full Probabilistic neural network based olfactory classification for household burning in early fire detection application
title_fullStr Probabilistic neural network based olfactory classification for household burning in early fire detection application
title_full_unstemmed Probabilistic neural network based olfactory classification for household burning in early fire detection application
title_sort probabilistic neural network based olfactory classification for household burning in early fire detection application
publisher IEEE
publishDate 2016
url http://dspace.unimap.edu.my:80/xmlui/handle/123456789/41470
_version_ 1643799610092683264
score 13.222552

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