Simulation-Optimization Modeling: A Survey and Potential Application in Reservoir Systems Operation

This paper presents a survey of simulation and optimization modeling approaches used in reservoir systems operation problems. Optimization methods have been proved of much importance when used with simulation modeling and the two approaches when combined give the best results. The main objective of...

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Vydáno v:Water resources management Ročník 24; číslo 6; s. 1107 - 1138
Hlavní autoři: Rani, Deepti, Moreira, Maria Madalena
Médium: Journal Article
Jazyk:angličtina
Vydáno: Dordrecht Dordrecht : Springer Netherlands 01.04.2010
Springer Netherlands
Springer
Springer Nature B.V
Témata:
artificial intelligence
Artificial neural networks
Atmospheric Sciences
Civil Engineering
Computer simulation
Decision making
Drought
dynamic programming
Earth and Environmental Science
Earth Sciences
Earth, ocean, space
Environment
Evolutionary computation
Exact sciences and technology
Fuzzy set theory
Fuzzy sets
Geotechnical Engineering & Applied Earth Sciences
Hydroelectric power
Hydrogeology
Hydrology
Hydrology. Hydrogeology
Hydrology/Water Resources
Intelligence
Irrigation
Linear programming
Mathematical programming
Neural networks
Nonlinear programming
Optimization
Optimization algorithms
Optimization techniques
Reservoir system operation
Reservoirs
Resource management
Set theory
Simulation
simulation models
Simulation optimization modeling
Software
Studies
surveys
system optimization
Systems analysis
Water resources
Water resources management
Water shortages
Water supply
Evolutionary computation
Fuzzy set theory
Simulation optimization modeling
Linear programming
Reservoir system operation
Nonlinear programming
Neural networks
Dynamic programming
Simulation optimization modeling
fuzzy sets
simulation
neural networks
Evolutionary computation
surveys
reservoirs
linear programming
optimization
water resource management
Fuzzy set theory
Dynamic programming
Nonlinear programming
Reservoir system operation
methodology
theory
ISSN:0920-4741, 1573-1650
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Shrnutí:This paper presents a survey of simulation and optimization modeling approaches used in reservoir systems operation problems. Optimization methods have been proved of much importance when used with simulation modeling and the two approaches when combined give the best results. The main objective of this review article is to discuss simulation, optimization and combined simulation-optimization modeling approach and to provide an overview of their applications reported in literature. In addition to classical optimization techniques, application and scope of computational intelligence techniques, such as, evolutionary computations, fuzzy set theory and artificial neural networks, in reservoir system operation studies are reviewed. Conclusions and suggestive remarks based on this survey are outlined, which could be helpful for future research and for system managers to decide appropriate methodology for application to their systems.
Bibliografie:http://dx.doi.org/10.1007/s11269-009-9488-0
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ISSN:0920-4741
1573-1650
DOI:10.1007/s11269-009-9488-0