A dynamic multi-objective optimization model with interactivity and uncertainty for real-time reservoir flood control operation

被引:18
|
作者
Liu, Xiaolin [1 ]
Luo, Jungang [1 ]
机构
[1] Xian Univ Technol, State Key Lab Ecohydraul Northwest Arid Reg, Xian 710048, Shaanxi, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Reservoir flood control operation; Dynamic multi-objective optimization model; Interactivity; Evolutionary multi-objective optimization algorithm; EVOLUTIONARY ALGORITHM; MOEA/D; RULES;
D O I
10.1016/j.apm.2019.05.009
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Despite the successes of both multi-objective optimization and uncertainty handling techniques in reservoir flood control operation, no work has been done yet on developing and investigating dynamic multi-objective optimization models for this problem. In this work, a dynamic multi-objective optimization model with interactivity and uncertainty was developed for the real-time reservoir flood control operation. Accordingly, a dynamic multi-objective optimization algorithmic framework with two newly designed change reaction strategies was proposed for solving the proposed dynamic model. Following the proposed algorithmic framework, any evolutionary multi-objective optimization algorithm can be converted into a dynamic optimizer. After investigating the difficulty variation of the proposed dynamic model, the effectiveness and robustness of the proposed algorithmic framework have been validated based on experiential studies on two typical floods of Ankang reservoir. (C) 2019 Published by Elsevier Inc.
引用
收藏
页码:606 / 620
页数:15
相关论文
共 50 条
  • [1] Multi-objective robust optimization of reservoir operation for real-time flood control under forecasting uncertainty
    Yu, Xinting
    Xu, Yue-Ping
    Gu, Haiting
    Guo, Yuxue
    JOURNAL OF HYDROLOGY, 2023, 620
  • [2] A multi-objective risk management model for real-time flood control optimal operation of a parallel reservoir system
    Chen, Juan
    Zhong, Ping-an
    Liu, Weifeng
    Wan, Xin-Yu
    Yeh, William W-G
    JOURNAL OF HYDROLOGY, 2020, 590
  • [3] Multi-Objective Model Predictive Control for Real-Time Operation of a Multi-Reservoir System
    Lin, Nay Myo
    Tian, Xin
    Rutten, Martine
    Abraham, Edo
    Maestre, Jose M.
    van de Giesen, Nick
    WATER, 2020, 12 (07)
  • [4] Multi-objective Decision Model of Reservoir Flood Control Operation
    Xing, Xiaohong
    Luo, Jungang
    Xie, Jiancang
    ADVANCES IN HYDROLOGY AND HYDRAULIC ENGINEERING, PTS 1 AND 2, 2012, 212-213 : 715 - 720
  • [5] Construction of multi-objective reservoir flood control operation preference model
    Dai, Siguang
    She, Qiping
    DESALINATION AND WATER TREATMENT, 2023, 299 : 259 - 268
  • [6] Multi-objective culture whale optimization algorithm for reservoir flood control operation
    Wang W.
    Dong J.
    Wang Z.
    Zuao Y.
    Zhang R.
    Li G.
    Hu M.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2022, 28 (11): : 3494 - 3509
  • [7] Extraction of Flexible Multi-Objective Real-Time Reservoir Operation Rules
    M. Ahmadi
    Omid Bozorg Haddad
    M. A. Mariño
    Water Resources Management, 2014, 28 : 131 - 147
  • [8] Extraction of Flexible Multi-Objective Real-Time Reservoir Operation Rules
    Ahmadi, M.
    Bozorg-Haddad, Omid
    Marino, M. A.
    WATER RESOURCES MANAGEMENT, 2014, 28 (01) : 131 - 147
  • [9] A Parallel Multi-objective Optimization Algorithm Based on Coarse-to-Fine Decomposition for Real-time Large-scale Reservoir Flood Control Operation
    Rui Yang
    Yutao Qi
    Jiaojiao Lei
    Xiaoliang Ma
    Haibin Zhang
    Water Resources Management, 2022, 36 : 3207 - 3219
  • [10] A Parallel Multi-objective Optimization Algorithm Based on Coarse-to-Fine Decomposition for Real-time Large-scale Reservoir Flood Control Operation
    Yang, Rui
    Qi, Yutao
    Lei, Jiaojiao
    Ma, Xiaoliang
    Zhang, Haibin
    WATER RESOURCES MANAGEMENT, 2022, 36 (09) : 3207 - 3219