Stable Improved Dynamic Programming Method: An Efficient and Accurate Method for Optimization of Reservoir Flood Control Operation

被引:5
|
作者
Chai, Fuxin [1 ,2 ]
Peng, Feng [1 ,2 ]
Zhang, Hongping [2 ]
Zang, Wenbin [2 ]
机构
[1] Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
[2] Inst Water Resources & Hydropower Res, Res Ctr Flood & Drought Disaster Reduct, Beijing 100038, Peoples R China
关键词
Reservoir operation optimization; Stable improved dynamic programming; Curse of dimensionality; Flood control; WATER-RESOURCES; MODEL; RISK; STRATEGIES; ALGORITHM;
D O I
10.1007/s11269-023-03622-w
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The optimal algorithm to ensure computational efficiency and accuracy remains to be challenging for the development of robust operation model to solve the optimization problem of reservoir operation, particularly for applications involving flood control with complex flood hydrograph. The dynamic programming (DP) is one of the most popular methods to solve optimization problem, but it is limited the "curse of dimensionality" problem. The improved dynamic programming (IDP) method has been proposed to overcome this defeat of DP, remaining the convergence problem. The relaxation method based on approximate monotonic relationship shows potential to ensure convergence of IDP. In this study, the theoretical search range of the relaxation method are analyzed. A stable improved dynamic programming (SIDP) method is proposed based on relaxation method and a prediction method of schedulable storage states. The proposed SIDP overcomes the complex computational problem of DP and the convergence problem of IDP. The case study on an ideal reservoir and the Guanting reservoir, shows that SIDP can achieve an accuracy as high as DP, but with a much higher efficiency than DP. This method shows a strong solution to optimization problems of reservoir flood control operation.
引用
收藏
页码:5635 / 5654
页数:20
相关论文
共 50 条
  • [1] Stable Improved Dynamic Programming Method: An Efficient and Accurate Method for Optimization of Reservoir Flood Control Operation
    Fuxin Chai
    Feng Peng
    Hongping Zhang
    Wenbin Zang
    Water Resources Management, 2023, 37 : 5635 - 5654
  • [2] Improved Dynamic Programming for Reservoir Flood Control Operation
    Zhao, Tongtiegang
    Zhao, Jianshi
    Lei, Xiaohui
    Wang, Xu
    Wu, Bisheng
    WATER RESOURCES MANAGEMENT, 2017, 31 (07) : 2047 - 2063
  • [3] A LSTM-based approximate dynamic programming method for hydropower reservoir operation optimization
    Feng, Zhong-kai
    Luo, Tao
    Niu, Wen-jing
    Yang, Tao
    Wang, Wen-chuan
    JOURNAL OF HYDROLOGY, 2023, 625
  • [4] Reliability Improved Stochastic Dynamic Programming for Reservoir Operation Optimization
    Saadat, Mohsen
    Asghari, Keyvan
    WATER RESOURCES MANAGEMENT, 2017, 31 (06) : 1795 - 1807
  • [5] Improved Dynamic Programming for Hydropower Reservoir Operation
    Zhao, Tongtiegang
    Zhao, Jianshi
    Yang, Dawen
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2014, 140 (03) : 365 - 374
  • [6] A New Reservoir Operation Chart Drawing Method Based on Dynamic Programming
    Jiang, Zhiqiang
    Qiao, Yaqi
    Chen, Yuyun
    Ji, Changming
    ENERGIES, 2018, 11 (12)
  • [7] An Improved NSGA-III Algorithm for Reservoir Flood Control Operation
    Chen, Chen
    Yuan, Yanbin
    Yuan, Xiaohui
    WATER RESOURCES MANAGEMENT, 2017, 31 (14) : 4469 - 4483
  • [8] Multiobjective Reservoir Operation Optimization Using Improved Multiobjective Dynamic Programming Based on Reference Lines
    He, Zhongzheng
    Zhou, Jianzhong
    Mo, Li
    Qin, Hui
    Xiao, Xiaogang
    Jia, Benjun
    Wang, Chao
    IEEE ACCESS, 2019, 7 : 103473 - 103484
  • [9] Using Pyomo and IPOPT for Optimization of Reservoir Flood Control Operation
    Wan, Xinyu
    Zhong, Ping'an
    Ma, Wei
    2013 SIXTH INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING (BIFE), 2014, : 49 - 52
  • [10] An Efficient Optimization Method for Long-term Power Generation Scheduling of Hydropower Station: Improved Dynamic Programming with a Relaxation Strategy
    He, Zhongzheng
    Wang, Chao
    Wang, Yongqiang
    Zhang, Hairong
    Yin, Heng
    WATER RESOURCES MANAGEMENT, 2022, 36 (04) : 1481 - 1497