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Intelligent decision support model based on neural network to support reservoir water release decision

Reservoir is one of the emergency environments that required fast an accurate decision to reduce flood risk during heavy rainfall and contain water during less rainfall. Typically, during heavy rainfall, the water level increase very fast, thus decision of the water release is timely and crucial tas...

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Main Authors:	Ishak, Wan, K.R., Ku-Mahamud,, N., Md Norwawi,
Format:	Conference Paper
Language:	en_US
Published:	2015
Subjects:	Emergency Management Forecasting Intelligent Decision Support System Neural Network
Online Access:	http://ddms.usim.edu.my/handle/123456789/9213
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id	my.usim-9213
record_format	dspace
spelling	my.usim-92132015-08-25T07:17:53Z Intelligent decision support model based on neural network to support reservoir water release decision Ishak, Wan K.R., Ku-Mahamud, N., Md Norwawi, Emergency Management Forecasting Intelligent Decision Support System Neural Network Reservoir is one of the emergency environments that required fast an accurate decision to reduce flood risk during heavy rainfall and contain water during less rainfall. Typically, during heavy rainfall, the water level increase very fast, thus decision of the water release is timely and crucial task. In this paper, intelligent decision support model based on neural network (NN) is proposed. The proposed model consists of situation assessment, forecasting and decision models. Situation assessment utilized temporal data mining technique to extract relevant data and attribute from the reservoir operation record. The forecasting model utilize NN to perform forecasting of the reservoir water level, while in the decision model, NN is applied to perform classification of the current and changes of reservoir water level. The simulations have shown that the performances of NN for both forecasting and decision models are acceptably good. © 2011 Springer-Verlag. 2015-08-25T07:17:53Z 2015-08-25T07:17:53Z 2011-01-01 Conference Paper 9783-6422-2169-9 1865-0929 http://ddms.usim.edu.my/handle/123456789/9213 en_US
institution	Universiti Sains Islam Malaysia
building	USIM Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	Universit Sains Islam i Malaysia
content_source	USIM Institutional Repository
url_provider	http://ddms.usim.edu.my/
language	en_US
topic	Emergency Management Forecasting Intelligent Decision Support System Neural Network
spellingShingle	Emergency Management Forecasting Intelligent Decision Support System Neural Network Ishak, Wan K.R., Ku-Mahamud, N., Md Norwawi, Intelligent decision support model based on neural network to support reservoir water release decision
description	Reservoir is one of the emergency environments that required fast an accurate decision to reduce flood risk during heavy rainfall and contain water during less rainfall. Typically, during heavy rainfall, the water level increase very fast, thus decision of the water release is timely and crucial task. In this paper, intelligent decision support model based on neural network (NN) is proposed. The proposed model consists of situation assessment, forecasting and decision models. Situation assessment utilized temporal data mining technique to extract relevant data and attribute from the reservoir operation record. The forecasting model utilize NN to perform forecasting of the reservoir water level, while in the decision model, NN is applied to perform classification of the current and changes of reservoir water level. The simulations have shown that the performances of NN for both forecasting and decision models are acceptably good. © 2011 Springer-Verlag.
format	Conference Paper
author	Ishak, Wan K.R., Ku-Mahamud, N., Md Norwawi,
author_facet	Ishak, Wan K.R., Ku-Mahamud, N., Md Norwawi,
author_sort	Ishak, Wan
title	Intelligent decision support model based on neural network to support reservoir water release decision
title_short	Intelligent decision support model based on neural network to support reservoir water release decision
title_full	Intelligent decision support model based on neural network to support reservoir water release decision
title_fullStr	Intelligent decision support model based on neural network to support reservoir water release decision
title_full_unstemmed	Intelligent decision support model based on neural network to support reservoir water release decision
title_sort	intelligent decision support model based on neural network to support reservoir water release decision
publishDate	2015
url	http://ddms.usim.edu.my/handle/123456789/9213
_version_	1645152563779076096
score	13.222552

Intelligent decision support model based on neural network to support reservoir water release decision

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