Implementation of moving average technique in data mining for signal pre-processing in electronic nose system

Implementation of moving average technique in data mining for signal pre-processing in electronic nose system

The intervention of electronic nose was capable to reproduced human senses using sensor arrays and pattern recognition systems. The ability to classify distinctive odor pattern for aromatic plants species especially for herbs provides significant impact in the field such as in food industry, medicin...

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Main Authors: Mohamad Yusof, Umi Kalsom, Che Soh, Azura, Ishak, Asnor Juraiza, Hassan, Mohd Khair, Khamis, Shamsul
Format: Conference or Workshop Item
Language:English
Published: Faculty of Computer Science and Information Technology, Universiti Putra Malaysia 2015
Online Access:http://psasir.upm.edu.my/id/eprint/77124/1/saes2015-1.pdf
http://psasir.upm.edu.my/id/eprint/77124/
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Institution: Universiti Putra Malaysia
Language: English
id my.upm.eprints.77124
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spelling my.upm.eprints.771242020-03-03T10:43:32Z http://psasir.upm.edu.my/id/eprint/77124/ Implementation of moving average technique in data mining for signal pre-processing in electronic nose system Mohamad Yusof, Umi Kalsom Che Soh, Azura Ishak, Asnor Juraiza Hassan, Mohd Khair Khamis, Shamsul The intervention of electronic nose was capable to reproduced human senses using sensor arrays and pattern recognition systems. The ability to classify distinctive odor pattern for aromatic plants species especially for herbs provides significant impact in the field such as in food industry, medicine, culinary, health care product and pharmaceutical. Pre-processing stage has important role in data mining and to compensate for any sensor drift which typically occurs during data gathering in signal processing. Therefore, the moving average technique was applied for smoothing signal and data reduction in pre-processing stage for development of electronic nose system in this study. Faculty of Computer Science and Information Technology, Universiti Putra Malaysia 2015 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/77124/1/saes2015-1.pdf Mohamad Yusof, Umi Kalsom and Che Soh, Azura and Ishak, Asnor Juraiza and Hassan, Mohd Khair and Khamis, Shamsul (2015) Implementation of moving average technique in data mining for signal pre-processing in electronic nose system. In: 3rd International Symposium on Applied Engineering and Sciences (SAES2015), 23-24 Nov. 2015, Universiti Putra Malaysia. (pp. 1-2).
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The intervention of electronic nose was capable to reproduced human senses using sensor arrays and pattern recognition systems. The ability to classify distinctive odor pattern for aromatic plants species especially for herbs provides significant impact in the field such as in food industry, medicine, culinary, health care product and pharmaceutical. Pre-processing stage has important role in data mining and to compensate for any sensor drift which typically occurs during data gathering in signal processing. Therefore, the moving average technique was applied for smoothing signal and data reduction in pre-processing stage for development of electronic nose system in this study.
format Conference or Workshop Item
author Mohamad Yusof, Umi Kalsom
Che Soh, Azura
Ishak, Asnor Juraiza
Hassan, Mohd Khair
Khamis, Shamsul
spellingShingle Mohamad Yusof, Umi Kalsom
Che Soh, Azura
Ishak, Asnor Juraiza
Hassan, Mohd Khair
Khamis, Shamsul
Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
author_facet Mohamad Yusof, Umi Kalsom
Che Soh, Azura
Ishak, Asnor Juraiza
Hassan, Mohd Khair
Khamis, Shamsul
author_sort Mohamad Yusof, Umi Kalsom
title Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
title_short Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
title_full Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
title_fullStr Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
title_full_unstemmed Implementation of moving average technique in data mining for signal pre-processing in electronic nose system
title_sort implementation of moving average technique in data mining for signal pre-processing in electronic nose system
publisher Faculty of Computer Science and Information Technology, Universiti Putra Malaysia
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/77124/1/saes2015-1.pdf
http://psasir.upm.edu.my/id/eprint/77124/
_version_ 1662756618463346688

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