nach oben

Water Resources Management

Erschienen in:

01.09.2014

Reservoir Optimization in Water Resources: a Review

verfasst von: Asmadi Ahmad, Ahmed El-Shafie, Siti Fatin Mohd Razali, Zawawi Samba Mohamad

Erschienen in: Water Resources Management | Ausgabe 11/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

This paper reviews current optimization technique developed to solve reservoir operation problems in water resources. The application of conventional, especially evolutionary computation, combination of simulation-optimization and multi objectives optimization in reservoir operation will be discussed and investigated. Furthermore, new optimization algorithm from other applications will be presented by focusing on Artificial Bee Colony (ABC) and Gravitational Search Algorithm (GSA) as alternative methods that can be explored by researchers in water resources field. Finally this paper looks into the challenges and issues of climate change in reservoir optimization.

Vorheriger Artikel Challenges and Solutions of Urban Hydrology in Beijing

Nächster Artikel Experimental Verification of the Effect of Slope and Land Use on SCS Runoff Curve Number

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Ajami NK, Hornberger GM, Sunding DL (2008) Sustainable water resource management under hydrological uncertainty. Water Resour Res 44:1–10. doi:10.1029/2007wr006736

Akay B, Karaboga D (2012) A modified artificial bee colony algorithm for real-parameter optimization information sciences 192:120–142. doi:10.1016/j.ins.2010.07.015

Alaya AB, Souissi A, Tarhouni J, Ncib K (2003) Optimization of Nebhana reservoir water allocation by stochastic dynamic programming. Water Resour Manag 17:259–272CrossRef

Authority TV (2004) Reservoir operations study final programmatic environmental impact statement Tennessee valley authority, Knoxville, Tennessee

Baltar AM, Fontane DG (2008) Use of multiobjective particle swarm optimization in water resources management. J Water Resour Plan Manag 134:257–265CrossRef

Barros MT, Tsai FT, S-l Y, Lopes JE, Yeh WW (2003) Optimization of large-scale hydropower system operations. J Water Resour Plan Manag 129:178–188CrossRef

Belaineh G, Peralta R, Hughes T (1999) Simulation/optimization modeling for water resources management. J Water Resour Plan Manag 125:154–161. doi:10.1061/(ASCE)0733-94961999)125:3(154) CrossRef

Booker JF, O’Neill JC (2006) Can reservoir storage be uneconomically large? J Water Resour Plan Manag 132:520–523CrossRef

Carson Y, Maria A Simulation optimization: methods and applications. In: Proceedings of the 29th conference on Winter simulation, 1997. IEEE Computer Society, pp 118–126

Celeste AB, Billib M (2009) Evaluation of stochastic reservoir operation optimization models. Adv Water Resour 32:1429–1443. doi:10.1016/j.advwatres.2009.06.008 CrossRef

Chang L-C, Chang F-J (2001) Intelligent control for modelling of real-time reservoir operation. Hydrol Process 15:1621–1634. doi:10.1002/hyp.226 CrossRef

Chang F-J, Chen L (1998) Real-coded genetic algorithm for rule-based flood control reservoir management. Water Resour Manag 12:185–198CrossRef

Chang F-J, Lai J-S, Kao L-S (2003) Optimization of operation rule curves and flushing schedule in a reservoir. Hydrol Process 17:1623–1640. doi:10.1002/hyp.1204 CrossRef

Chang L-C, Chang F-J, Wang K-W, Dai S-Y (2010) Constrained genetic algorithms for optimizing multi-use reservoir operation. J Hydrol 390:66–74. doi:10.1016/j.jhydrol.2010.06.031 CrossRef

Chatterjee A, Mahanti GK, Pathak NN (2010) Comparative performance of gravitational search algorithm and modified particle swarm optimization algorithm for synthesis of thinned scanned concentric ring array antenna. Prog Electromagn Res B 25:331–348CrossRef

Chaves P, Chang F-J (2008) Intelligent reservoir operation system based on evolving artificial neural networks. Adv Water Resour 31:926–936. doi:10.1016/j.advwatres.2008.03.002 CrossRef

Chaves P, Kojiri T (2007) Stochastic fuzzy neural network: case study of optimal reservoir operation. J Water Resour Plan Manag 133:509–518CrossRef

Chavez-Jimenez A, Lama B, Garrote L, Martin-Carrasco F, Sordo-Ward A, Mediero L (2013) Characterisation of the sensitivity of water resources systems to climate change. Water Resour Manag 27:4237–4258. doi:10.1007/s11269-013-0404-2 CrossRef

Chen H-W, Chang N-B (2010) Using fuzzy operators to address the complexity in decision making of water resources redistribution in two neighboring river basins. Adv Water Resour 33:652–666. doi:10.1016/j.advwatres.2010.03.007 CrossRef

Chen L, McPhee J, Yeh WWG (2007) A diversified multiobjective GA for optimizing reservoir rule curves. Adv Water Resour 30:1082–1093. doi:10.1016/j.advwatres.2006.10.001 CrossRef

Chuntian C (1999) Fuzzy optimal model for the flood control system of the upper and middle reaches of the Yangtze River. Hydrol Sci J 44:573–582. doi:10.1080/02626669909492253 CrossRef

Combalicer E, Cruz R, Lee S, Im S (2010) Assessing climate change impacts on water balance in the Mount Makiling forest. Philipp J Earth Syst Sci 119:265–283CrossRef

Consoli S, Matarazzo B, Pappalardo N (2007) Operating rules of an irrigation purposes reservoir using multi-objective optimization. Water Resour Manag 22:551–564. doi:10.1007/s11269-007-9177-9 CrossRef

Dams WCo (2000) Dams and Development: a new framework for decision-making: the report of the world commission on dams, November 2000. Earthscan

Dariane AB, Sarani S (2013) Application of intelligent water drops algorithm in reservoir operation. Water Resour Manag 27:4827–4843. doi:10.1007/s11269-013-0441-x CrossRef

de Castro LN, Timmis J An artificial immune network for multimodal function optimization. In: Evolutionary Computation, 2002. CEC’02. Proceedings of the 2002 Congress on, 2002. IEEE, pp 699–704

De Meyer K, Bishop J, Nasuto S (2003) Stochastic diffusion: using recruitment for search Evolvability and interaction: evolutionary substrates of communication, signalling, and perception in the dynamics of social complexity (ed P McOwan, K Dautenhahn & CL Nehaniv) Technical Report 393:60–65

Diwekar U (2008) Introduction to applied optimization vol 22. Springer

Draper AJ, Jenkins MW, Kirby KW, Lund JR, Howitt RE (2003) Economic-engineering optimization for California water management. J Water Resour Plan Manag 129:155–164CrossRef

Draper AJ, Munévar A, Arora SK, Reyes E, Parker NL, Chung FI, Peterson LE (2004) CalSim: generalized model for reservoir system analysis. J Water Resour Plan Manag 130:480–489CrossRef

Duman S, Güvenç U, Yörükeren N (2010) Gravitational search algorithm for economic dispatch with valve-point effects. Int Rev Electr Eng 5:2890–2895

Duman S, Güvenç U, Sönmez Y, Yörükeren N (2012) Optimal power flow using gravitational search algorithm. Energy Convers Manag 59:86–95. doi:10.1016/j.enconman.2012.02.024 CrossRef

Eberhart R, Kennedy J A new optimizer using particle swarm theory. In: Micro Machine and Human Science, 1995. MHS’95., Proceedings of the Sixth International Symposium on, 1995. IEEE, pp 39–43

El-Shafie A, Taha MR, Noureldin A (2006) A neuro-fuzzy model for inflow forecasting of the Nile River at Aswan high dam. Water Resour Manag 21:533–556. doi:10.1007/s11269-006-9027-1 CrossRef

Eum H-I, Vasan A, Simonovic SP (2012) Integrated reservoir management system for flood risk assessment under climate change. Water Resour Manag 26:3785–3802. doi:10.1007/s11269-012-0103-4 CrossRef

Eusuff MM, Lansey KE (2003) Optimization of water distribution network design using the shuffled frog leaping algorithm. J Water Resour Plan Manag 129:210–225CrossRef

Fawal H, Georges D, Bornard G Optimal control of complex irrigation systems via decomposition-coordination and the use of augmented Lagrangian. In: Systems, Man, and Cybernetics, 1998. 1998 I.E. International Conference on, 1998. IEEE, pp 3874–3879

Ferreira AR, Teegavarapu RS (2012) Optimal and adaptive operation of a hydropower system with unit commitment and water quality constraints. Water Resour Manag 26:707–732CrossRef

Finardi EC, Silva EL, Sagastizábal C (2005) Solving the unit commitment problem of hydropower plants via Lagrangian relaxation and sequential quadratic programming. Comput Appl Math 24:317–342

Fleming SW, Weber FA (2012) Detection of long-term change in hydroelectric reservoir inflows: bridging theory and practise. J Hydrol 470–471:36–54. doi:10.1016/j.jhydrol.2012.08.008 CrossRef

Fletcher SG, Ponnambalam K (1998) Constrained state formulation for the stochastic control of multireservoir systems. Water Resour Res 34:257–270. doi:10.1029/97wr01900 CrossRef

Frederick KD, Major DC (1997) Climate change and water resources. Clim Chang 37:7–23CrossRef

Gaudard L, Gilli M, Romerio F (2013) Climate change impacts on hydropower management. Water Resour Manag 27:5143–5156. doi:10.1007/s11269-013-0458-1

Georgakakos AP et al (2012) Value of adaptive water resources management in Northern California under climatic variability and change. Reser Manag J Hydrol 412–413:34–46. doi:10.1016/j.jhydrol.2011.04.038 CrossRef

Haddad OB, Afshar A, Mariño MA (2006) Honey-bees mating optimization (HBMO) algorithm: a new heurictic approach for water resources optimization. J Water Resour Manag 20:661–680. doi:10.1007/s11269-005-9001-3 CrossRef

Harou JJ, Pulido-Velazquez M, Rosenberg DE, Medellín-Azuara J, Lund JR, Howitt RE (2009) Hydro-economic models: concepts, design, applications, and future prospects. J Hydrol 375:627–643CrossRef

Hashimoto T, Stedinger JR, Loucks DP (1982) Reliability, resiliency, and vulnerability criteria for water resource system performance evaluation. Water Resour Res 18:14–20CrossRef

Hejazi MI, Cai X, Ruddell BL (2008) The role of hydrologic information in reservoir operation—learning from historical releases. Adv Water Resour 31:1636–1650CrossRef

Homayoun-far M, Ganji A, Khalili D, Harris J (2010) Two solution methods for dynamic game in reservoir operation. Adv Water Resour 33:752–761. doi:10.1016/j.advwatres.2010.04.001 CrossRef

Karaboga D (2005) An idea based on honey bee swarm for numerical optimization Techn Rep TR06. Erciyes Univ Press, Erciyes

Karaboga N (2009) A new design method based on artificial bee colony algorithm for digital IIR filters. J Franklin Inst 346:328–348CrossRef

Karaboga D, Akay B (2009a) A comparative study of artificial bee colony algorithm. Appl Math Comput 214:108–132. doi:10.1016/j.amc.2009.03.090 CrossRef

Karaboga D, Akay B (2009b) A survey: algorithms simulating bee swarm intelligence. Artif Intell Rev 31:61–85. doi:10.1007/s10462-009-9127-4 CrossRef

Kerachian R, Karamouz M (2007) A stochastic conflict resolution model for water quality management in reservoir–river systems. Adv Water Resour 30:866–882CrossRef

Khan NM, Babel MS, Tingsanchali T, Clemente RS, Luong HT (2012) Reservoir optimization-simulation with a sediment evacuation model to minimize irrigation deficits. Water Resour Manag 26:3173–3193. doi:10.1007/s11269-012-0066-5 CrossRef

Kougias IP, Theodossiou NP (2012) Application of the Harmony Search optimization algorithm for the solution of the multiple dam system scheduling Optimization and Engineering doi:10.1007/s11081-011-9183-x

Kumar DN, Reddy MJ (2006) Ant colony optimization for multi-purpose reservoir operation. Water Resour Manag 20:879–898CrossRef

Labadie JW (2004) Optimal operation of multireservoir systems: State-of-the-art review. J Water Resour Plan Manag 130:93–111CrossRef

Labadie J, Baldo M, Larson R (2000) MODSIM: decision support system for river basin management: documentation and user manual dept of civil engineering. Colorado State University, Ft Collins

Lee S, Hamlet A, Fitzgerald C, Burges S (2009) Optimized flood control in the Columbia River basin for a global warming scenario. J Water Resour Plan Manag 135(6):440–450CrossRef

Li X-G, Wei X (2007) An improved genetic algorithm-simulated annealing hybrid algorithm for the optimization of multiple reservoirs. Water Resour Manag 22:1031–1049. doi:10.1007/s11269-007-9209-5 CrossRef

Li Y, Zhou J, Zhang Y, Qin H, Liu L (2010) Novel multiobjective shuffled frog leaping algorithm with application to reservoir flood control operation. J Water Resour Plan Manag 136:217–226CrossRef

Li F-F, Wei J-H, Fu X-D, Wan X-Y (2012) An effective approach to long-term optimal operation of large-scale reservoir systems: case study of the three gorges system. Water Resour Manag 26:4073–4090. doi:10.1007/s11269-012-0131-0 CrossRef

Loucks DP, Stedinger JR, Haith DA (1981) Water resource systems planning and analysis. Prentice-Hall

Loucks DP, Van Beek E, Stedinger JR, Dijkman JP, Villars MT (2005) Water resources systems planning and management: an introduction to methods, models and applications. UNESCO, Paris

Madani K (2010) Game theory and water resources. J Hydrol 381:225–238. doi:10.1016/j.jhydrol.2009.11.045 CrossRef

Mahootchi M, Ponnambalam K, Tizhoosh HR (2010) Operations optimization of multireservoir systems using storage moments equations. Adv Water Resour 33:1150–1163. doi:10.1016/j.advwatres.2010.07.004 CrossRef

Mandal SK, Chan FT, Tiwari M (2012) Leak detection of pipeline: an integrated approach of rough set theory and artificial bee colony trained SVM. Expert Syst Appl 39:3071–3080CrossRef

Mayer A, Muñoz–Hernandez A (2009) Integrated water resources optimization models: an assessment of a multidisciplinary tool for sustainable water resources management strategies. Geogr Compass 3:1176–1195CrossRef

Mays LW (1989) Hydrosystems engineering simulation vs. optimization: why not both? IAHS Publ:225–231

Mays LW, Tung Y-K (1992) Hydrosystems Engineering & Management McGraw Hill. United States of America

Moeini R, Afshar M (2011) Arc-based constrained ant colony optimisation algorithms for the optimal solution of hydropower reservoir operation problems. Can J Civ Eng 38:811–824

Momtahen S, Dariane A (2007) Direct search approaches using genetic algorithms for optimization of water reservoir operating policies. J Water Resour Plan Manag 133:202–209CrossRef

Mousavi SJ, Shourian M (2010) Capacity optimization of hydropower storage projects using particle swarm optimization algorithm. J Hydroinf 12:275. doi:10.2166/hydro.2009.039 CrossRef

Nations U (2012) The millennium development goals report 2012. United Nations Publications

Organization WM (2011) Reservoir operation and managed flows vol technical documentNo. 10

Ozturk A, Cobanli S, Erdogmus P, Tosun S (2010) Reactive power optimization with artificial bee colony algorithm. Sci Res Essays 5:2848–2857

Parry ML (2007) Climate Change 2007: Impacts, adaptation and vulnerability: working group ii contribution to the fourth assessment report of the IPCC intergovernmental panel on climate change vol 4. Cambridge University Press

Peng Cs, Buras N (2000) Dynamic operation of a surface water resources system. Water Resour Res 36:2701–2709

Raje D, Mujumdar PP (2010) Reservoir performance under uncertainty in hydrologic impacts of climate change. Adv Water Resour 33:312–326. doi:10.1016/j.advwatres.2009.12.008 CrossRef

Rani D, Moreira MM (2009) Simulation–optimization modeling: a survey and potential application in reservoir systems operation. Water Resour Manag 24:1107–1138CrossRef

Rao RS, Narasimham S, Ramalingaraju M (2008) Optimization of distribution network configuration for loss reduction using artificial bee colony algorithm proceedings of world academy of science: Engineering & Technology 47

Rashedi E, Nezamabadi-Pour H, Saryazdi S, Farsangi MM Allocation of static var compensator using gravitational search algorithm. In: First Joint Congress on Fuzzy and Intelligent Systems, Iran, 2007. p 10

Rashedi E, Nezamabadi-Pour H, Saryazdi S (2009) GSA: a gravitational search algorithm. Inform Sci 179:2232–2248CrossRef

Rashedi E, Nezamabadi-pour H, Saryazdi S (2011) Filter modeling using gravitational search algorithm. Eng Appl Artif Intell 24:117–122. doi:10.1016/j.engappai.2010.05.007 CrossRef

Razavi S, Tolson BA, Burn DH (2012) Review of surrogate modeling in water resources Water Resources Research 48:n/a-n/a doi:10.1029/2011wr011527

Reddy MJ, Kumar DN (2007) Multi-objective particle swarm optimization for generating optimal trade-offs in reservoir operation. Hydrol Process 21:2897–2909. doi:10.1002/hyp.6507 CrossRef

Sabat SL, Udgata SK, Abraham A (2010) Artificial bee colony algorithm for small signal model parameter extraction of MESFET. Eng Appl Artif Intell 23:689–694CrossRef

Sarafrazi S, Nezamabadi-pour H, Saryazdi S (2011) Disruption: a new operator in gravitational search algorithm. Sci Iran 18:539–548. doi:10.1016/j.scient.2011.04.003 CrossRef

Sechi G, Sulis A (2007) Multi-reservoir system optimization using chlorophyll-a trophic indexes. Water Resour Manag 21:849–860CrossRef

Solomon S, Change IPoC, III. IPoCCWG (2007) Climate change 2007 - the physical science basis: working group i contribution to the fourth assessment report of the IPCC. Cambridge University Press

Tanaka SK et al (2006) Climate Warming and Water Management Adaptation for California Climatic Change 76:361–387. doi:10.1007/s10584-006-9079-5

Vicuña S, Dracup JA, Dale L (2011) Climate change impacts on two high-elevation hydropower systems in California. Clim Chang 109:151–169. doi:10.1007/s10584-011-0301-8 CrossRef

Wang K-W, Chang L-C, Chang F-J (2011) Multi-tier interactive genetic algorithms for the optimization of long-term reservoir operation. Adv Water Resour 34:1343–1351. doi:10.1016/j.advwatres.2011.07.004 CrossRef

Wang F, Wang L, Zhou H, Saavedra Valeriano OC, Koike T, Li W (2012) Ensemble hydrological prediction-based real-time optimization of a multiobjective reservoir during flood season in a semiarid basin with global numerical weather predictions. Water Resour Res 48:W07520. doi:10.1029/2011wr011366

Wurbs RA (2005) Comparative Evaluation of Generalized river-reservoir model. In: Department of Civil Engineering TAMU (ed)

Yang N, Mei Y, Zhou C (2012) An optimal reservoir operation model based on ecological requirement and its effect on electricity generation. Water Resour Manag 26:4019–4028CrossRef

Yazdi J, Neyshabouri SAAS (2012) Optimal design of flood-control multi-reservoir system on a watershed scale. Nat Hazards 63:629–646. doi:10.1007/s11069-012-0169-6 CrossRef

Yeh WWG (1985) Reservoir management and operations models: a state–of–the–art review. Water Resour Res 21:1797–1818CrossRef

Yusup N, Zain AM, Hashim SZM (2012) Evolutionary techniques in optimizing machining parameters: review and recent applications. Expert Syst Appl Expert Systems with Applications 39:9909–9927. doi:10.1016/j.eswa.2012.02.109 CrossRef

Zagona EA, Fulp TJ, Shane R, Magee T, Goranflo HM (2001) Riverware: a generalized tool for complex reservoir system modeling 1 Jawra. J Am Water Resour Assoc 37:913–929CrossRef

Titel: Reservoir Optimization in Water Resources: a Review
verfasst von: Asmadi Ahmad
Ahmed El-Shafie
Siti Fatin Mohd Razali
Zawawi Samba Mohamad
Publikationsdatum: 01.09.2014
Verlag: Springer Netherlands
Erschienen in: Water Resources Management / Ausgabe 11/2014
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI: https://doi.org/10.1007/s11269-014-0700-5

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Springer Professional "Wirtschaft+Technik"

Weitere Artikel der Ausgabe 11/2014

Challenges and Solutions of Urban Hydrology in Beijing

Development of an Optimal Reservoir Operation Scheme Using Extended Evolutionary Computing Algorithms Based on Conflict Resolution Approach: A Case Study

Methodology for Drought Risk Assessment in Within-year Regulated Reservoir Systems. Application to the Orbigo River System (Spain)

Water Saving and Energy Reduction through Pressure Management in Urban Water Distribution Networks

Water Footprint Outcomes and Policy Relevance Change with Scale Considered: Evidence from California

Snowmelt Modelling Approaches in Watershed Models: Computation and Comparison of Efficiencies under Varying Climatic Conditions