Skip to main content
Erschienen in: Water Resources Management 10/2016

01.08.2016

Benefit and Risk Balance Optimization for Stochastic Hydropower Scheduling

verfasst von: Liu Yuan, Jianzhong Zhou, Chunlong Li, Mengfei Xie, Li Mo

Erschienen in: Water Resources Management | Ausgabe 10/2016

Einloggen

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

search-config
loading …

Abstract

Limited by inflow forecasting methods, the forecasting results are so unreliable that we have to take their uncertainty and risk into account when incorporating stochastic inflow into reservoir operation. Especially in the electricity market, punishment often happens when the hydropower station does not perform as planned. Therefore, focusing on the risk of power generation, a benefit and risk balance optimization model (BRM) which takes stochastic inflow as the major risk factor is proposed for stochastic hydropower scheduling. The mean-variance theory is firstly introduced into the optimal dispatching of hydropower station, and a variational risk coefficient is employed to give service to managers’ subjective preferences. Then, the multi-period stochastic inflow is simulated by multi-layer scenario tree. Moreover, a specific scenario reduction and reconstruction method is put forward to reduce branches and computing time accordingly. Finally, the proposed model is applied to the Three Gorges Reservoir (TGR) in China for constructing a weekly generation scheduling in falling stage. Compared to deterministic dynamic programming (DDP) and stochastic dynamic programming (SDP), BRM achieves more satisfactory performance. Moreover, the tradeoffs for risk-averse decision makers are discussed, and an efficient curve about benefit and risk is formed to help make decision.

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!

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!

Literatur
Zurück zum Zitat Aghaei J, Niknam T, Azizipanah-Abarghooee R, Arroyo JM (2013) Scenario-based dynamic economic emission dispatch considering load and wind power uncertainties. Int J Electr Power Energy Syst 47:351–367CrossRef Aghaei J, Niknam T, Azizipanah-Abarghooee R, Arroyo JM (2013) Scenario-based dynamic economic emission dispatch considering load and wind power uncertainties. Int J Electr Power Energy Syst 47:351–367CrossRef
Zurück zum Zitat Ahmad A, El-Shafie A, Razali SFM, Mohamad ZS (2014) Reservoir optimization in water resources: a review. Water Resour Manag 28:3391–3405CrossRef Ahmad A, El-Shafie A, Razali SFM, Mohamad ZS (2014) Reservoir optimization in water resources: a review. Water Resour Manag 28:3391–3405CrossRef
Zurück zum Zitat Apel H, Thieken AH, Merz B, Blöschl G (2006) A probabilistic modelling system for assessing flood risks. Nat Hazards 38:79–100CrossRef Apel H, Thieken AH, Merz B, Blöschl G (2006) A probabilistic modelling system for assessing flood risks. Nat Hazards 38:79–100CrossRef
Zurück zum Zitat Chen J, P-a Z, Zhao Y-f XB (2015) Risk analysis for the downstream control section in the real-time flood control operation of a reservoir. Stoch Env Res Risk A 29:1303–1315CrossRef Chen J, P-a Z, Zhao Y-f XB (2015) Risk analysis for the downstream control section in the real-time flood control operation of a reservoir. Stoch Env Res Risk A 29:1303–1315CrossRef
Zurück zum Zitat Cheng C-T, Shen J-J, Wu X-Y, K-w C (2012) Operation challenges for fast-growing China’s hydropower systems and respondence to energy saving and emission reduction. Renew Sust Energ Rev 16:2386–2393CrossRef Cheng C-T, Shen J-J, Wu X-Y, K-w C (2012) Operation challenges for fast-growing China’s hydropower systems and respondence to energy saving and emission reduction. Renew Sust Energ Rev 16:2386–2393CrossRef
Zurück zum Zitat Choong S-M, El-Shafie A (2014) State-of-the-Art for modelling reservoir inflows and management optimization. Water Resour Manag 29:1267–1282CrossRef Choong S-M, El-Shafie A (2014) State-of-the-Art for modelling reservoir inflows and management optimization. Water Resour Manag 29:1267–1282CrossRef
Zurück zum Zitat Dahlgren R, Liu C, Lawarree J (2003) Risk assessment in energy Trading. IEEE Trans Power Syst 18:503–511CrossRef Dahlgren R, Liu C, Lawarree J (2003) Risk assessment in energy Trading. IEEE Trans Power Syst 18:503–511CrossRef
Zurück zum Zitat Debnath D, Boyer TA, Stoecker AL, Sanders LD (2015) Nonlinear reservoir optimization model with stochastic inflows: case study of Lake Tenkiller. J Water Resour Plan Manag 141:04014046CrossRef Debnath D, Boyer TA, Stoecker AL, Sanders LD (2015) Nonlinear reservoir optimization model with stochastic inflows: case study of Lake Tenkiller. J Water Resour Plan Manag 141:04014046CrossRef
Zurück zum Zitat Faber BA, Stedinger JR (2001) Reservoir optimization using sampling SDP with ensemble streamflow prediction (ESP) forecasts. J Hydrol 249:113–133CrossRef Faber BA, Stedinger JR (2001) Reservoir optimization using sampling SDP with ensemble streamflow prediction (ESP) forecasts. J Hydrol 249:113–133CrossRef
Zurück zum Zitat Fallah-Mehdipour E, Bozorg Haddad O, Mariño MA (2012) Real-time operation of reservoir system by genetic programming. Water Resour Manag 26:4091–4103CrossRef Fallah-Mehdipour E, Bozorg Haddad O, Mariño MA (2012) Real-time operation of reservoir system by genetic programming. Water Resour Manag 26:4091–4103CrossRef
Zurück zum Zitat Fan YR, Huang W, Huang GH, Huang K, Zhou X (2015) A PCM-based stochastic hydrological model for uncertainty quantification in watershed systems. Stoch Env Res Risk A 29:915–927CrossRef Fan YR, Huang W, Huang GH, Huang K, Zhou X (2015) A PCM-based stochastic hydrological model for uncertainty quantification in watershed systems. Stoch Env Res Risk A 29:915–927CrossRef
Zurück zum Zitat Feng D, Gan D, Zhong J, Ni Y (2007) Supplier asset allocation in a pool-based electricity market. IEEE Trans Power Syst 22:1129–1138CrossRef Feng D, Gan D, Zhong J, Ni Y (2007) Supplier asset allocation in a pool-based electricity market. IEEE Trans Power Syst 22:1129–1138CrossRef
Zurück zum Zitat Gaudard L, Gilli M, Romerio F (2013) Climate change impacts on hydropower management. Water Resour Manag 27:5143–5156 Gaudard L, Gilli M, Romerio F (2013) Climate change impacts on hydropower management. Water Resour Manag 27:5143–5156
Zurück zum Zitat Gaudard L, Gabbi J, Bauder A, Romerio F (2016) Long-term uncertainty of hydropower revenue due to climate change and electricity prices. Water Resour Manag 30:1325–1343CrossRef Gaudard L, Gabbi J, Bauder A, Romerio F (2016) Long-term uncertainty of hydropower revenue due to climate change and electricity prices. Water Resour Manag 30:1325–1343CrossRef
Zurück zum Zitat Heitsch H, Römisch W (2003) Scenario reduction algorithms in stochastic programming. Comput Optim Appl 24:187–206CrossRef Heitsch H, Römisch W (2003) Scenario reduction algorithms in stochastic programming. Comput Optim Appl 24:187–206CrossRef
Zurück zum Zitat Heitsch H, Römisch W (2008) Scenario tree reduction for multistage stochastic programs. Comput Manag Sci 6:117–133CrossRef Heitsch H, Römisch W (2008) Scenario tree reduction for multistage stochastic programs. Comput Manag Sci 6:117–133CrossRef
Zurück zum Zitat Karamouz M, Vasiliadis HV (1992) Bayesian stochastic optimization of reservoir operation using uncertain forecasts. Water Resour Res 28:1221–1232CrossRef Karamouz M, Vasiliadis HV (1992) Bayesian stochastic optimization of reservoir operation using uncertain forecasts. Water Resour Res 28:1221–1232CrossRef
Zurück zum Zitat Kelman J, Stedinger JR, Cooper LA, Hsu E, Yuan SQ (1990) Sampling stochastic dynamic programming applied to reservoir operation. Water Resour Res 26:447–454CrossRef Kelman J, Stedinger JR, Cooper LA, Hsu E, Yuan SQ (1990) Sampling stochastic dynamic programming applied to reservoir operation. Water Resour Res 26:447–454CrossRef
Zurück zum Zitat Li J-Q, Mariño MA, Ji C-M, Zhang Y-S (2008) Mathematical models of inter-plant economical operation of a cascade hydropower system in electricity market. Water Resour Manag 23:2003–2013CrossRef Li J-Q, Mariño MA, Ji C-M, Zhang Y-S (2008) Mathematical models of inter-plant economical operation of a cascade hydropower system in electricity market. Water Resour Manag 23:2003–2013CrossRef
Zurück zum Zitat Li L, Zhou Y, Huang Q (2009) Discussion on the short-term weekly optimal scheduling of cascade hydropower stations. J Hydro Eng 28:38–42 Li L, Zhou Y, Huang Q (2009) Discussion on the short-term weekly optimal scheduling of cascade hydropower stations. J Hydro Eng 28:38–42
Zurück zum Zitat Liu P, Lin K, Wei X (2015) A two-stage method of quantitative flood risk analysis for reservoir real-time operation using ensemble-based hydrologic forecasts. Stoch Env Res Risk A 29:803–813CrossRef Liu P, Lin K, Wei X (2015) A two-stage method of quantitative flood risk analysis for reservoir real-time operation using ensemble-based hydrologic forecasts. Stoch Env Res Risk A 29:803–813CrossRef
Zurück zum Zitat Markowitz H (1952) Portfolio selection. J Financ 7:77–91 Markowitz H (1952) Portfolio selection. J Financ 7:77–91
Zurück zum Zitat Min L, Wu FF (2006) Managing price risk in a multimarket environment. IEEE Trans Power Syst 21:1512–1519CrossRef Min L, Wu FF (2006) Managing price risk in a multimarket environment. IEEE Trans Power Syst 21:1512–1519CrossRef
Zurück zum Zitat Schwanenberg D, Fan FM, Naumann S, Kuwajima JI, Montero RA, Assis dos Reis A (2015) Short-term reservoir optimization for flood mitigation under meteorological and hydrological forecast uncertainty. Water Resour Manag 29:1635–1651CrossRef Schwanenberg D, Fan FM, Naumann S, Kuwajima JI, Montero RA, Assis dos Reis A (2015) Short-term reservoir optimization for flood mitigation under meteorological and hydrological forecast uncertainty. Water Resour Manag 29:1635–1651CrossRef
Zurück zum Zitat Stedinger JR (2013) Developments in stochastic dynamic programming for reservoir operation optimization. World Environ Water Resour Congr 2013:1266–1278 Stedinger JR (2013) Developments in stochastic dynamic programming for reservoir operation optimization. World Environ Water Resour Congr 2013:1266–1278
Zurück zum Zitat Thissen W, Kwakkel J, Mens M, van der Sluijs J, Stemberger S, Wardekker A, Wildschut D (2015) Dealing with uncertainties in fresh water supply: experiences in the Netherlands. Water Resour Manag 1–23. doi:10.1007/s11269-015-1198-1 Thissen W, Kwakkel J, Mens M, van der Sluijs J, Stemberger S, Wardekker A, Wildschut D (2015) Dealing with uncertainties in fresh water supply: experiences in the Netherlands. Water Resour Manag 1–23. doi:10.​1007/​s11269-015-1198-1
Zurück zum Zitat Wang J (2010) A new stochastic control approach to multireservoir operation problems with uncertain forecasts. Water Resour Res 46 Wang J (2010) A new stochastic control approach to multireservoir operation problems with uncertain forecasts. Water Resour Res 46
Zurück zum Zitat Warmink JJ, Van der Klis H, Booij MJ, Hulscher SJMH (2010) Identification and quantification of uncertainties in a hydrodynamic river model using expert opinions. Water Resour Manag 25:601–622CrossRef Warmink JJ, Van der Klis H, Booij MJ, Hulscher SJMH (2010) Identification and quantification of uncertainties in a hydrodynamic river model using expert opinions. Water Resour Manag 25:601–622CrossRef
Zurück zum Zitat Xie M, Zhou J, Li C, Zhu S (2015) Long-term generation scheduling of Xiluodu and Xiangjiaba cascade hydro plants considering monthly streamflow forecasting error. Energy Convers Manag 105:368–376CrossRef Xie M, Zhou J, Li C, Zhu S (2015) Long-term generation scheduling of Xiluodu and Xiangjiaba cascade hydro plants considering monthly streamflow forecasting error. Energy Convers Manag 105:368–376CrossRef
Zurück zum Zitat Yin J, Yu D, Yin Z, Wang J, Xu S (2015) Modelling the anthropogenic impacts on fluvial flood risks in a coastal mega-city: a scenario-based case study in Shanghai, China. Landsc Urban Plan 136:144–155CrossRef Yin J, Yu D, Yin Z, Wang J, Xu S (2015) Modelling the anthropogenic impacts on fluvial flood risks in a coastal mega-city: a scenario-based case study in Shanghai, China. Landsc Urban Plan 136:144–155CrossRef
Zurück zum Zitat Yuan X, Wang Y, Xie J, Qi X, Nie H, Su A (2010) Optimal self-scheduling of hydro producer in the electricity market. Energy Convers Manag 51:2523–2530CrossRef Yuan X, Wang Y, Xie J, Qi X, Nie H, Su A (2010) Optimal self-scheduling of hydro producer in the electricity market. Energy Convers Manag 51:2523–2530CrossRef
Zurück zum Zitat Zhang X-M, Wang L-p, J-w L, Y-k Z (2013) Self-optimization simulation model of short-term cascaded hydroelectric system dispatching based on the daily load curve. Water Resour Manag 27:5045–5067 Zhang X-M, Wang L-p, J-w L, Y-k Z (2013) Self-optimization simulation model of short-term cascaded hydroelectric system dispatching based on the daily load curve. Water Resour Manag 27:5045–5067
Zurück zum Zitat Zhang M, Yang F, Wu J-X, Fan Z-W, Wang Y-Y (2016) Application of minimum reward risk model in reservoir generation scheduling. Water Resour Manag 30:1345–1355CrossRef Zhang M, Yang F, Wu J-X, Fan Z-W, Wang Y-Y (2016) Application of minimum reward risk model in reservoir generation scheduling. Water Resour Manag 30:1345–1355CrossRef
Zurück zum Zitat Zhao T, Zhao J (2014) Joint and respective effects of long- and short-term forecast uncertainties on reservoir operations. J Hydrol 517:83–94CrossRef Zhao T, Zhao J (2014) Joint and respective effects of long- and short-term forecast uncertainties on reservoir operations. J Hydrol 517:83–94CrossRef
Zurück zum Zitat Zhao T, Cai X, Yang D (2011) Effect of streamflow forecast uncertainty on real-time reservoir operation. Adv Water Resour 34:495–504CrossRef Zhao T, Cai X, Yang D (2011) Effect of streamflow forecast uncertainty on real-time reservoir operation. Adv Water Resour 34:495–504CrossRef
Metadaten
Titel
Benefit and Risk Balance Optimization for Stochastic Hydropower Scheduling
verfasst von
Liu Yuan
Jianzhong Zhou
Chunlong Li
Mengfei Xie
Li Mo
Publikationsdatum
01.08.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2016
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-016-1354-2

Weitere Artikel der Ausgabe 10/2016

Water Resources Management 10/2016 Zur Ausgabe