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Application of Proxy Simulators in Groundwater Simulation Optimization: ANN and SVM proxy simulators for optimal pumping policy assessment - Softcover
Inhaltsangabe
Simulation optimization techniques are often used to address many problems of groundwater management. In these techniques an aquifer simulation model is coupled with an optimization algorithm to get the optimal solution. Simulation model normally engages a finite difference, finite element or a mesh free technique. ANN and SVM based proxy simulators are used in this study to replace the FEM simulation model. When the objective function in the study is implicit, its gradient cannot be determined with respect to the decision variables which restrain the use of gradient based optimization methods. In this study differential evolution optimization model is used to minimize the collective drawdown for obtaining an optimal pumping policy for the aquifer system. The ANN and SVM based simulation optimization models result in noteworthy saving of computational time.
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Reseña del editor
Simulation optimization techniques are often used to address many problems of groundwater management. In these techniques an aquifer simulation model is coupled with an optimization algorithm to get the optimal solution. Simulation model normally engages a finite difference, finite element or a mesh free technique. ANN and SVM based proxy simulators are used in this study to replace the FEM simulation model. When the objective function in the study is implicit, its gradient cannot be determined with respect to the decision variables which restrain the use of gradient based optimization methods. In this study differential evolution optimization model is used to minimize the collective drawdown for obtaining an optimal pumping policy for the aquifer system. The ANN and SVM based simulation optimization models result in noteworthy saving of computational time.
Biografía del autor
First author Aditya obtained his M.Tech. degree in Water Resources Engineering from the Department of Civil Engg. at IIT Bombay. Second author Prof Rastogi earned his Ph.D. degree in Civil Engg. from the University of Birmingham. He has written many books and guided several M.Tech. and Ph.D. students at IIT Bombay.
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Application of Proxy Simulators in Groundwater Simulation Optimization
Verlag:
LAP LAMBERT Academic Publishing Jul 2016, 2016
ISBN 10: 3659925357
ISBN 13: 9783659925351
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Taschenbuch
Anbieter: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Deutschland
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Taschenbuch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Simulation optimization techniques are often used to address many problems of groundwater management. In these techniques an aquifer simulation model is coupled with an optimization algorithm to get the optimal solution. Simulation model normally engages a finite difference, finite element or a mesh free technique. ANN and SVM based proxy simulators are used in this study to replace the FEM simulation model. When the objective function in the study is implicit, its gradient cannot be determined with respect to the decision variables which restrain the use of gradient based optimization methods. In this study differential evolution optimization model is used to minimize the collective drawdown for obtaining an optimal pumping policy for the aquifer system. The ANN and SVM based simulation optimization models result in noteworthy saving of computational time. 112 pp. Englisch. Bestandsnummer des Verkäufers 9783659925351
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Application of Proxy Simulators in Groundwater Simulation Optimization
Verlag:
LAP LAMBERT Academic Publishing, 2016
ISBN 10: 3659925357
ISBN 13: 9783659925351
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Softcover
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Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Parihar Aditya Pratap SinghFirst author Aditya obtained his M.Tech. degree in Water Resources Engineering from the Department of Civil Engg. at IIT Bombay. Second author Prof Rastogi earned his Ph.D. degree in Civil Engg. from the U. Bestandsnummer des Verkäufers 159147755
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Application of Proxy Simulators in Groundwater Simulation Optimization
Verlag:
LAP LAMBERT Academic Publishing Jul 2016, 2016
ISBN 10: 3659925357
ISBN 13: 9783659925351
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Taschenbuch. Zustand: Neu. This item is printed on demand - Print on Demand Titel. Neuware -Simulation optimization techniques are often used to address many problems of groundwater management. In these techniques an aquifer simulation model is coupled with an optimization algorithm to get the optimal solution. Simulation model normally engages a finite difference, finite element or a mesh free technique. ANN and SVM based proxy simulators are used in this study to replace the FEM simulation model. When the objective function in the study is implicit, its gradient cannot be determined with respect to the decision variables which restrain the use of gradient based optimization methods. In this study differential evolution optimization model is used to minimize the collective drawdown for obtaining an optimal pumping policy for the aquifer system. The ANN and SVM based simulation optimization models result in noteworthy saving of computational time.Books on Demand GmbH, Überseering 33, 22297 Hamburg 112 pp. Englisch. Bestandsnummer des Verkäufers 9783659925351
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Application of Proxy Simulators in Groundwater Simulation Optimization : ANN and SVM proxy simulators for optimal pumping policy assessment
Verlag:
LAP LAMBERT Academic Publishing, 2016
ISBN 10: 3659925357
ISBN 13: 9783659925351
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Taschenbuch
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
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Taschenbuch. Zustand: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Simulation optimization techniques are often used to address many problems of groundwater management. In these techniques an aquifer simulation model is coupled with an optimization algorithm to get the optimal solution. Simulation model normally engages a finite difference, finite element or a mesh free technique. ANN and SVM based proxy simulators are used in this study to replace the FEM simulation model. When the objective function in the study is implicit, its gradient cannot be determined with respect to the decision variables which restrain the use of gradient based optimization methods. In this study differential evolution optimization model is used to minimize the collective drawdown for obtaining an optimal pumping policy for the aquifer system. The ANN and SVM based simulation optimization models result in noteworthy saving of computational time. Bestandsnummer des Verkäufers 9783659925351
Anzahl: 1 verfügbar
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Application of Proxy Simulators in Groundwater Simulation Optimization: ANN and SVM proxy simulators for optimal pumping policy assessment
Verlag:
LAP LAMBERT Academic Publishing, 2016
ISBN 10: 3659925357
ISBN 13: 9783659925351
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Paperback
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Paperback. Zustand: Brand New. 112 pages. 8.66x5.91x0.26 inches. In Stock. Bestandsnummer des Verkäufers 3659925357
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