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
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Online Access:http://ddms.usim.edu.my/handle/123456789/9213
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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 13.214268