Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation

Emergency decision making process faces difficulty in making timely and right decision. Delay in decision making will result catastrophic events that will jeopardize the public safety and properties. Decision making in reservoir spillway gate operation is usually dynamic in nature, and requires expe...

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Main Author: Mohd Hafiz, Mohd Hassin
Format: Thesis
Language:English
English
Published: 2008
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Online Access:http://etd.uum.edu.my/1152/1/Mohd_Hafiz_Mohd_Hassin.pdf
http://etd.uum.edu.my/1152/2/Mohd_Hafiz_Mohd_Hassin.pdf
http://etd.uum.edu.my/1152/
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spelling my.uum.etd.11522013-07-24T12:10:39Z http://etd.uum.edu.my/1152/ Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation Mohd Hafiz, Mohd Hassin Q Science (General) Emergency decision making process faces difficulty in making timely and right decision. Delay in decision making will result catastrophic events that will jeopardize the public safety and properties. Decision making in reservoir spillway gate operation is usually dynamic in nature, and requires expert experiences in order to deliver decision. In this research, a decision support system was proposed that can assist decision maker determining whether to open or close the spillway gate. In this thesis, the Temporal Case-Based Reasoning (TCBR) technique is implemented to model the dam technician knowledge, by utilizing experiences database (case-base), to solve future problems. This is an experimental study, where Knowledge Discovery in Databases (KDD) approach is integrated with General Methodology of Design Research (GMDR), where a prototype was developed to proof the proposed model. Timah Tasoh Dam operation data ranges from year 1998 to 2005 are used to serve as a case study in this model. The proposed model was found to be able to recommended decision with up to accuracy of 87.2 percent and 88.75 percent case similarity with previous cases. 2008-03 Thesis NonPeerReviewed application/pdf en http://etd.uum.edu.my/1152/1/Mohd_Hafiz_Mohd_Hassin.pdf application/pdf en http://etd.uum.edu.my/1152/2/Mohd_Hafiz_Mohd_Hassin.pdf Mohd Hafiz, Mohd Hassin (2008) Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation. Masters thesis, Universiti Utara Malaysia.
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Electronic Theses
url_provider http://etd.uum.edu.my/
language English
English
topic Q Science (General)
spellingShingle Q Science (General)
Mohd Hafiz, Mohd Hassin
Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
description Emergency decision making process faces difficulty in making timely and right decision. Delay in decision making will result catastrophic events that will jeopardize the public safety and properties. Decision making in reservoir spillway gate operation is usually dynamic in nature, and requires expert experiences in order to deliver decision. In this research, a decision support system was proposed that can assist decision maker determining whether to open or close the spillway gate. In this thesis, the Temporal Case-Based Reasoning (TCBR) technique is implemented to model the dam technician knowledge, by utilizing experiences database (case-base), to solve future problems. This is an experimental study, where Knowledge Discovery in Databases (KDD) approach is integrated with General Methodology of Design Research (GMDR), where a prototype was developed to proof the proposed model. Timah Tasoh Dam operation data ranges from year 1998 to 2005 are used to serve as a case study in this model. The proposed model was found to be able to recommended decision with up to accuracy of 87.2 percent and 88.75 percent case similarity with previous cases.
format Thesis
author Mohd Hafiz, Mohd Hassin
author_facet Mohd Hafiz, Mohd Hassin
author_sort Mohd Hafiz, Mohd Hassin
title Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
title_short Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
title_full Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
title_fullStr Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
title_full_unstemmed Temporal Case-Based Reasoning Model for Reservoir Spillway Gate Operation Recommendation
title_sort temporal case-based reasoning model for reservoir spillway gate operation recommendation
publishDate 2008
url http://etd.uum.edu.my/1152/1/Mohd_Hafiz_Mohd_Hassin.pdf
http://etd.uum.edu.my/1152/2/Mohd_Hafiz_Mohd_Hassin.pdf
http://etd.uum.edu.my/1152/
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score 13.188404