An effective three-stage hybrid optimization method for source-network-load power generation of cascade hydropower reservoirs serving multiple interconnected power grids

被引:43
作者
Feng, Zhong-kai [1 ]
Niu, Wen-jing [2 ]
Cheng, Xiong [3 ]
Wang, Jia-yang [4 ]
Wang, Sen [5 ]
Song, Zhen-guo [6 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
[2] ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Hubei, Peoples R China
[3] Three Gorges Univ, Coll Hydraul & Environm Engn, Yichang 443002, Peoples R China
[4] Elect Power Res Inst China Southern Power Grid, Guangzhou 510080, Guangdong, Peoples R China
[5] Minist Water Resources, Key Lab Pearl River Estuarine Dynam & Associated, Guangzhou 510611, Guangdong, Peoples R China
[6] China Ship Dev & Design Ctr, Wuhan 430064, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Cascade hydropower system; Peak shaving operation; Domain knowledge; Dynamic programming; Linear programming; Multiple interconnected electric power grids; PARTICLE SWARM OPTIMIZATION; PEAK SHAVING OPERATION; CULTURAL DIFFERENTIAL EVOLUTION; NEURAL-NETWORK; DECOMPOSITION-COORDINATION; ECONOMIC EMISSION; PROGRAMMING MODEL; GENETIC ALGORITHM; WIND POWER; WATER;
D O I
10.1016/j.jclepro.2019.119035
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In China, many cascade hydropower reservoirs are asked to simultaneously respond the peak loads of several interconnected power grids based on the signed agreements. However, by far, there are few reports addressing the brand-new engineering problem with huge optimization difficulty caused by multilateral generation contracts, strong hydraulic-electric relationships, load feature differences and spatial-temporal coupled constraints. Here, a three-stage hybrid method is developed to satisfy this practical requirement, where the domain knowledge is firstly used to build a virtual load curve balancing the load features and electricity contracts of multiple power grids; secondly, the dynamic programming is used to determine the scheduling process of the optimized hydroplant, while the linear programming is chosen to allocate the hydropower generation among multiple power grids; finally, the quality of solution is gradually improved via iterative search. The results in two real-world cascade hydropower systems indicate that the hybrid method can achieve satisfactory scheduling results in different cases. Thus, an effective way to reduce the optimization difficulty of the large and complex problem is to break up into a series of simple and independent subproblems to be addressed by existing mature methods. (C) 2019 Elsevier Ltd. All rights reserved.
引用
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页数:14
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