Utilization of artificial immune system in prediction of paddy production

This paper proposed an Artificial Immune System (AIS) approach using the Clonal Selection Based Algorithms (CSA) to analyze the pattern recognition capability of the paddy trend, and to predict the paddy production based on climate change effects. Climate factors and paddy production are used as inp...

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Main Authors:	Mohd Khidzir, Ainul Bahiah, Abdul Malek, Marlinda, Ismail , Amelia Ritahani, Liew, Juneng, Sie Chun, Ting
Format:	Conference or Workshop Item
Language:	English English
Published:	2014
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://irep.iium.edu.my/40746/ http://irep.iium.edu.my/40746/ http://irep.iium.edu.my/40746/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF_PADDY_PRODUCTION.pdf http://irep.iium.edu.my/40746/3/advcit-official-proceeding.pdf

id	iium-40746
recordtype	eprints
spelling	iium-407462015-07-08T01:09:20Z http://irep.iium.edu.my/40746/ Utilization of artificial immune system in prediction of paddy production Mohd Khidzir, Ainul Bahiah Abdul Malek, Marlinda Ismail , Amelia Ritahani Liew, Juneng Sie Chun, Ting QA75 Electronic computers. Computer science This paper proposed an Artificial Immune System (AIS) approach using the Clonal Selection Based Algorithms (CSA) to analyze the pattern recognition capability of the paddy trend, and to predict the paddy production based on climate change effects. Climate factors and paddy production are used as input parameters. High percentage of accuracy ranges from 90%-92% is obtained throughout the training, validation and testing steps of the model. The results of the study were tested using the Root Mean Square Error (RMSE), Mean Average Percentage Error (MAPE) and coefficient of determination (R2). Based on the results of this study, it can be concluded that the CSA is a reliable tool to be used as pattern recognition and prediction of paddy production. 2014 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/40746/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF_PADDY_PRODUCTION.pdf application/pdf en http://irep.iium.edu.my/40746/3/advcit-official-proceeding.pdf Mohd Khidzir, Ainul Bahiah and Abdul Malek, Marlinda and Ismail , Amelia Ritahani and Liew, Juneng and Sie Chun, Ting (2014) Utilization of artificial immune system in prediction of paddy production. In: Advancement in Information Technology International Conference , 16-18 December 2014, Bandung, Indonesia. http://advcit.com/
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science Mohd Khidzir, Ainul Bahiah Abdul Malek, Marlinda Ismail , Amelia Ritahani Liew, Juneng Sie Chun, Ting Utilization of artificial immune system in prediction of paddy production
description	This paper proposed an Artificial Immune System (AIS) approach using the Clonal Selection Based Algorithms (CSA) to analyze the pattern recognition capability of the paddy trend, and to predict the paddy production based on climate change effects. Climate factors and paddy production are used as input parameters. High percentage of accuracy ranges from 90%-92% is obtained throughout the training, validation and testing steps of the model. The results of the study were tested using the Root Mean Square Error (RMSE), Mean Average Percentage Error (MAPE) and coefficient of determination (R2). Based on the results of this study, it can be concluded that the CSA is a reliable tool to be used as pattern recognition and prediction of paddy production.
format	Conference or Workshop Item
author	Mohd Khidzir, Ainul Bahiah Abdul Malek, Marlinda Ismail , Amelia Ritahani Liew, Juneng Sie Chun, Ting
author_facet	Mohd Khidzir, Ainul Bahiah Abdul Malek, Marlinda Ismail , Amelia Ritahani Liew, Juneng Sie Chun, Ting
author_sort	Mohd Khidzir, Ainul Bahiah
title	Utilization of artificial immune system in prediction of paddy production
title_short	Utilization of artificial immune system in prediction of paddy production
title_full	Utilization of artificial immune system in prediction of paddy production
title_fullStr	Utilization of artificial immune system in prediction of paddy production
title_full_unstemmed	Utilization of artificial immune system in prediction of paddy production
title_sort	utilization of artificial immune system in prediction of paddy production
publishDate	2014
url	http://irep.iium.edu.my/40746/ http://irep.iium.edu.my/40746/ http://irep.iium.edu.my/40746/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF_PADDY_PRODUCTION.pdf http://irep.iium.edu.my/40746/3/advcit-official-proceeding.pdf
first_indexed	2023-09-18T20:58:25Z
last_indexed	2023-09-18T20:58:25Z
_version_	1777410460252897280

Utilization of artificial immune system in prediction of paddy production

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