Identifying long-term effects of using hydropower to complement wind power uncertainty through stochastic programming

被引:114
作者
Xu, Bin [1 ,2 ]
Zhu, Feilin [1 ]
Zhong, Ping-an [1 ]
Chen, Juan [1 ]
Liu, Weifeng [1 ]
Ma, Yufei [1 ]
Guo, Le [3 ]
Deng, Xiaoliang [4 ]
机构
[1] Hohai Univ, Coll Hydrol & Water Resources, 1 Xikang Rd, Nanjing 210098, Jiangsu, Peoples R China
[2] Nanjing Hydraul Res Inst, 223 Guangzhou Rd, Nanjing 210029, Jiangsu, Peoples R China
[3] China Yangtze Power Co Ltd, 1 Xiba Jianshe Rd2, Yichang 443002, Peoples R China
[4] State Grid Corp China, Power Dispatching & Control Ctr Hunan Prov, Changsha 410000, Hunan, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Hydropower operation; Wind energy; Power output uncertainty; Stochastic programming; Effect evaluation; SCALE PHOTOVOLTAIC POWER; RESERVOIR OPERATION; MULTIOBJECTIVE OPTIMIZATION; SYSTEM OPERATION; ENERGY; INTEGRATION; MODEL; GENERATION; FORECASTS; IMPACT;
D O I
10.1016/j.apenergy.2019.113535
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Integrated operation of hydropower and wind power, which exploites the former's regulation flexibility to complement the uncertainty of the latter, enhances the utilization efficiency of wind power at the expense of deteriorating long-term hydropower energy production. This study identified the tradeoff effects of hydro-wind integrated operation by establishing a framework of coupling models. A martingale model that captures the evolution of forecasting uncertainty was used to generate synthetic scenarios of uncertain load demand. A stochastic programming model for integrated operation was established by tracking the influence of wind power uncertainty. A deterministic simulation model for independent operation was developed to derive independent operation strategies. By comparing the differences in operation strategies systematically, we analyzed the optimization and influencing mechanisms through groups of numerical experiments. A hypothetical case study based on the operation of the electrical system of the Three Gorges Dam project in China during the drawdown season revealed the following. (1) The positive effect of reducing wind energy shortfall and curtailment is determined by the ability of regulated hydropower to track the uncertainty of wind power output. (2) The negative effect primarily reduces the end storage and the stored energy of hydropower, thereby increasing the risk of future water/energy shortages and reducing reliability. (3) The positive effect on wind power presents a varied regime, whereas the negative effect on hydropower increases (decreases) with uncertainty level and inflow level (as the initial reservoir storage increases). The proposed methodology provides new insights into quantifying the effects of hybrid hydro-wind operation to inform decision-making.
引用
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页数:21
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共 52 条
  • [1] Integration of Wind and Hydropower Systems: Results of IEA Wind Task 24
    Acker, Thomas L.
    Robitaille, Andre
    Holttinen, Hannele
    Piekutowski, Marian
    Tande, John Olav Giaever
    [J]. WIND ENGINEERING, 2012, 36 (01) : 1 - 17
  • [2] [Anonymous], 2011, Springer Series in Operations Research and Financial Engineering, DOI [DOI 10.1007/978-1-4614-0237-4_5, 10.1007/978-1-4614-0237-4, DOI 10.1007/978-1-4614-0237-4, 10.1007/978-1-4614-0237-4.]
  • [3] Handling renewable energy variability and uncertainty in power systems operation
    Bessa, Ricardo
    Moreira, Carlos
    Silva, Bernardo
    Matos, Manuel
    [J]. WILEY INTERDISCIPLINARY REVIEWS-ENERGY AND ENVIRONMENT, 2014, 3 (02) : 156 - 178
  • [4] Buffering intermittent renewable power with hydroelectric generation: A case study in California
    Chang, Martin K.
    Eichman, Joshua D.
    Mueller, Fabian
    Samuelsen, Scott
    [J]. APPLIED ENERGY, 2013, 112 : 1 - 11
  • [5] A unified framework for model-based multi-objective linear process and energy optimisation under uncertainty
    Charitopoulos, Vassilis M.
    Dua, Vivek
    [J]. APPLIED ENERGY, 2017, 186 : 539 - 548
  • [6] Risk Analysis for Real-Time Flood Control Operation of a Reservoir
    Chen, Juan
    Zhong, Ping-an
    Xu, Bin
    Zhao, Yun-fa
    [J]. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2015, 141 (08)
  • [7] Davidson MR, 2016, NAT ENERGY, V1, DOI [10.1038/NENERGY.2016.86, 10.1038/nenergy.2016.86]
  • [8] Interplay between photovoltaic, wind energy and storage hydropower in a fully renewable Switzerland
    Dujardin, Jerome
    Kahl, Annelen
    Kruyt, Bert
    Bartlett, Stuart
    Lehning, Michael
    [J]. ENERGY, 2017, 135 : 513 - 525
  • [9] Optimization of hydropower reservoirs operation balancing generation benefit and ecological requirement with parallel multi-objective genetic algorithm
    Feng, Zhong-kai
    Niu, Wen-jing
    Cheng, Chun-tian
    [J]. ENERGY, 2018, 153 : 706 - 718
  • [10] Optimization of large-scale hydropower system peak operation with hybrid dynamic programming and domain knowledge
    Feng, Zhong-kai
    Niu, Wen-jing
    Cheng, Chun-tian
    Wu, Xin-yu
    [J]. JOURNAL OF CLEANER PRODUCTION, 2018, 171 : 390 - 402