Utilization of artificial immune system in prediction of paddy production

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 i...

Full description

Bibliographic Details
Main Authors: Mohd Khidzir, Ainul Bahiah, Abdul Malek, Marlinda, Ismail , Amelia Ritahani, Juneng, Liew, Ting , Sie Chun
Format: Article
Language:English
Published: Asian Research Publishing Network (ARPN) 2015
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://irep.iium.edu.my/43604/
http://irep.iium.edu.my/43604/
http://irep.iium.edu.my/43604/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF.pdf
id iium-43604
recordtype eprints
spelling iium-436042017-11-30T11:57:02Z http://irep.iium.edu.my/43604/ Utilization of artificial immune system in prediction of paddy production Mohd Khidzir, Ainul Bahiah Abdul Malek, Marlinda Ismail , Amelia Ritahani Juneng, Liew Ting , Sie Chun, 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. Asian Research Publishing Network (ARPN) 2015-02 Article PeerReviewed application/pdf en http://irep.iium.edu.my/43604/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF.pdf Mohd Khidzir, Ainul Bahiah and Abdul Malek, Marlinda and Ismail , Amelia Ritahani and Juneng, Liew and Ting , Sie Chun, (2015) Utilization of artificial immune system in prediction of paddy production. ARPN Journal of Engineering and Applied Sciences, 10 (3). pp. 1462-1467. ISSN 1819-6608 http://www.arpnjournals.com/jeas/research_papers/rp_2015/jeas_0215_1616.pdf
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Mohd Khidzir, Ainul Bahiah
Abdul Malek, Marlinda
Ismail , Amelia Ritahani
Juneng, Liew
Ting , Sie Chun,
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 Article
author Mohd Khidzir, Ainul Bahiah
Abdul Malek, Marlinda
Ismail , Amelia Ritahani
Juneng, Liew
Ting , Sie Chun,
author_facet Mohd Khidzir, Ainul Bahiah
Abdul Malek, Marlinda
Ismail , Amelia Ritahani
Juneng, Liew
Ting , Sie Chun,
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
publisher Asian Research Publishing Network (ARPN)
publishDate 2015
url http://irep.iium.edu.my/43604/
http://irep.iium.edu.my/43604/
http://irep.iium.edu.my/43604/1/UTILIZATION_OF_ARTIFICIAL_IMMUNE_SYSTEM_IN_PREDICTION_OF.pdf
first_indexed 2023-09-18T21:02:07Z
last_indexed 2023-09-18T21:02:07Z
_version_ 1777410693390139392

Similar Items