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Erschienen in: Water Resources Management 3/2017

23.12.2016

Exploring the Potential and the Boundaries of the Rolling Horizon Technique for the Management of Reservoir Systems with over-Year Behaviour

verfasst von: Claudio Arena, Marcella Cannarozzo, Mario Rosario Mazzola

Erschienen in: Water Resources Management | Ausgabe 3/2017

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Abstract

The paper presents a set of experiments on the Rolling Horizon Technique (RHT), applied to the management of a multi-reservoir, multipurpose water resources system with over-year behaviour. In the RHT, decisions on releases from reservoirs are taken for a number of time steps ahead (the Forecasting Horizon – FH) through an optimization model, based on the present water availability in reservoirs and on some forecasts of future inflows over the FH. Only the decision concerning the first time step (the current month) is then implemented, as new information on reservoir levels and forecasts becomes available so that the process can start again with updated information. The paper investigates how the quality of forecasts and the length of the FH impact on the effectiveness of the decisions taken. The evaluation exercise is carried out in two different demand scenarios considering some deficit-related indices, such as TSSD, the Sum of Squared Standardized Deficits, over an Operation Horizon (OH) of forty years. The scenarios are designed to evaluate the role of different demand levels (corresponding to higher/lower stress) on system’s behaviour. Results show that in systems with over-year behaviour, effective forecasts (here simulated through the best possible: actually occurred inflows from the current month up to the end of water year) seem to add little value to system’s operation compared to the most naive forecast (average monthly values), especially in contexts characterized by high pressure on resources. Where there is less pressure on resources, good-quality forecasts are more effective to improve operation. A FH of 24 months seems to enhance significantly system’s performances compared to a FH of 12 months, while FHs longer than two years produce no improvements in system’s performances. The paper also tries to define the limits of a finite-horizon operation technique such as the RHT by benchmarking it with an idealistic release schedule obtained by a model that performs allocation with Perfect Foresight over the whole Operation Horizon.

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Literatur
Zurück zum Zitat Arena C, Cannarozzo M, Mazzola MR (2015) Seasonal forecasts for reservoir systems operation with an over-year carryover capacity – what is their value? In Weber T, McPhee MJ, Anderssen RS (eds) MODSIM 2015, 21st International Congress on Modelling and Simulation. Modelling and Simulation Society of Australia and New Zealand, December 2015, p 2430–2436. ISBN:978–0–9872143-5-5. www.mssanz.org.au/modsim2015/L15/Arena.pdf Arena C, Cannarozzo M, Mazzola MR (2015) Seasonal forecasts for reservoir systems operation with an over-year carryover capacity – what is their value? In Weber T, McPhee MJ, Anderssen RS (eds) MODSIM 2015, 21st International Congress on Modelling and Simulation. Modelling and Simulation Society of Australia and New Zealand, December 2015, p 2430–2436. ISBN:978–0–9872143-5-5. www.​mssanz.​org.​au/​modsim2015/​L15/​Arena.​pdf
Zurück zum Zitat Gaivoronsky AA, Sechi GM, Zuddas P (2012) Balancing cost-risk in management optimization of water resource systems under uncertainty. Phys Chem Earth 42–44(2012):98–107CrossRef Gaivoronsky AA, Sechi GM, Zuddas P (2012) Balancing cost-risk in management optimization of water resource systems under uncertainty. Phys Chem Earth 42–44(2012):98–107CrossRef
Zurück zum Zitat Huang W-C, Yuan L-C (2004) A drought early warning system on real-time multireservoir operations. Water Resour Res 40:W06401. doi:10.1029/2003WR002910 Huang W-C, Yuan L-C (2004) A drought early warning system on real-time multireservoir operations. Water Resour Res 40:W06401. doi:10.​1029/​2003WR002910
Zurück zum Zitat Huang W-C, Yuan L-C, Lee CM (2002) Linking genetic algorithms with stochastic programming to the long-term operation of a multireservoir system. Water Resour Res 38(12):1304. doi:10.1029/2001WR001122 CrossRef Huang W-C, Yuan L-C, Lee CM (2002) Linking genetic algorithms with stochastic programming to the long-term operation of a multireservoir system. Water Resour Res 38(12):1304. doi:10.​1029/​2001WR001122 CrossRef
Zurück zum Zitat Loucks DP, Van Beek E, Stedinger JR, Dijkman JPM, Villars MT (2005) Water resources systems planning and management. Unesco Publishing, Paris Loucks DP, Van Beek E, Stedinger JR, Dijkman JPM, Villars MT (2005) Water resources systems planning and management. Unesco Publishing, Paris
Zurück zum Zitat Mazzola MR (1994) Multipurpose reservoir real time management by stochastic interannual forecasting model. Proceedings of the Second European Conference on “Advances in Water Resources Technology and Management”, edited by: Tsakiris, G. and Santos, M. A. Balkema, Rotterdam, 1994 Mazzola MR (1994) Multipurpose reservoir real time management by stochastic interannual forecasting model. Proceedings of the Second European Conference on “Advances in Water Resources Technology and Management”, edited by: Tsakiris, G. and Santos, M. A. Balkema, Rotterdam, 1994
Zurück zum Zitat McMahon TA, Pegram GGS, Vogel RM, Peel MC (2007) Revisiting reservoir storage–yield relationships using a global streamflow database. Adv Water Resour 30(2007):1858–1872CrossRef McMahon TA, Pegram GGS, Vogel RM, Peel MC (2007) Revisiting reservoir storage–yield relationships using a global streamflow database. Adv Water Resour 30(2007):1858–1872CrossRef
Zurück zum Zitat Montaseri M, Adeloye AJ (1999) Critical period of reservoir systems for planning purposes. J Hydrol 224:115–136CrossRef Montaseri M, Adeloye AJ (1999) Critical period of reservoir systems for planning purposes. J Hydrol 224:115–136CrossRef
Zurück zum Zitat Pallottino S, Sechi GM, Zuddas P (2004) A DSS for water resources management under uncertainty by scenario analysis. Environ Model Softw 20(2005):1031–1042 Pallottino S, Sechi GM, Zuddas P (2004) A DSS for water resources management under uncertainty by scenario analysis. Environ Model Softw 20(2005):1031–1042
Zurück zum Zitat Taghian M, Rosbjerg D, Haghighi A, Madsen H (2014) Optimization of conventional rule curves coupled with hedging rules for reservoir operation. J Water Resour Plan Manag 140:693–698CrossRef Taghian M, Rosbjerg D, Haghighi A, Madsen H (2014) Optimization of conventional rule curves coupled with hedging rules for reservoir operation. J Water Resour Plan Manag 140:693–698CrossRef
Zurück zum Zitat Tu MY, Hsu NS, Tsai FTC, Yeh WWG (2008) Optimization of hedging rules for reservoir operations. J Water Resour Plan Manag 134:3–13CrossRef Tu MY, Hsu NS, Tsai FTC, Yeh WWG (2008) Optimization of hedging rules for reservoir operations. J Water Resour Plan Manag 134:3–13CrossRef
Zurück zum Zitat Vogel RM, Bolognese RA (1995) Storage-reliability-resilience-yield relations for overyear water supply systems. Water Resour Res 31(3):645–654CrossRef Vogel RM, Bolognese RA (1995) Storage-reliability-resilience-yield relations for overyear water supply systems. Water Resour Res 31(3):645–654CrossRef
Zurück zum Zitat Vogel RM, Lane M, Ravindiran RS, Kirshen P (1999) Storage reservoir behavior in the United States. J Water Resour Plann Manage ASCE 125(5):245–254CrossRef Vogel RM, Lane M, Ravindiran RS, Kirshen P (1999) Storage reservoir behavior in the United States. J Water Resour Plann Manage ASCE 125(5):245–254CrossRef
Zurück zum Zitat Wets RJ-B (1989) The Aggregation Principle in scenario analysis and stochastic optimization. In: Algorithms and Modelling in Mathematical Programming ed. S. Wallace, Springer-Verlag, Berlin, 91–113 Wets RJ-B (1989) The Aggregation Principle in scenario analysis and stochastic optimization. In: Algorithms and Modelling in Mathematical Programming ed. S. Wallace, Springer-Verlag, Berlin, 91–113
Zurück zum Zitat Zhao T, Yang D, Cai X, Zhao J, Wang H (2012) Identifying effective forecast horizon for real-time reservoir operation under a limited inflow forecast. Water Resour Res 48:W01540. doi:10.1029/2011WR010623 CrossRef Zhao T, Yang D, Cai X, Zhao J, Wang H (2012) Identifying effective forecast horizon for real-time reservoir operation under a limited inflow forecast. Water Resour Res 48:W01540. doi:10.​1029/​2011WR010623 CrossRef
Metadaten
Titel
Exploring the Potential and the Boundaries of the Rolling Horizon Technique for the Management of Reservoir Systems with over-Year Behaviour
verfasst von
Claudio Arena
Marcella Cannarozzo
Mario Rosario Mazzola
Publikationsdatum
23.12.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 3/2017
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-016-1550-0

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