Robust Generation Dispatch With Strategic Renewable Power Curtailment and Decision-Dependent Uncertainty

被引:19
|
作者
Chen, Yue [1 ]
Wei, Wei [2 ]
机构
[1] Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
关键词
Generation dispatch; decision-dependent uncertainty; robust optimization; curtailment; adaptive C & CG; ECONOMIC-DISPATCH; UNIT COMMITMENT; WIND POWER; OPTIMIZATION; ENERGY;
D O I
10.1109/TPWRS.2022.3214856
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As renewable energy sources replace traditional power sources (such as thermal generators), uncertainty grows while there are fewer controllable units. To reduce operational risks and avoid frequent real-time emergency controls, a preparatory schedule of renewable generation curtailment is required. This paper proposes a novel two-stage robust generation dispatch (RGD) model, where the preparatory curtailment threshold is optimized in the pre-dispatch stage. The curtailment threshold will then influence the variation range of real-time renewable power outputs, resulting in a decision-dependent uncertainty (DDU) set. In the re-dispatch stage, the controllable units adjust their outputs within their reserve contributions to maintain power balancing. To overcome the difficulty in solving the RGD with DDU, an adaptive column-and-constraint generation (AC & CG) algorithm is developed. We prove that the proposed algorithm can generate the optimal solution in a finite number of iterations. Numerical studies show the advantages of the proposed model and algorithm and validate their practicability and scalability.
引用
收藏
页码:4640 / 4654
页数:15
相关论文
共 50 条
  • [41] Stochastic Robust Real-Time Power Dispatch With Wind Uncertainty Using Difference- of-Convexity Optimization
    Qu, Kaiping
    Zheng, Xiaodong
    Li, Xiaoqiang
    Lv, Chaoxian
    Yu, Tao
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2022, 37 (06) : 4497 - 4511
  • [42] Robust Dispatch of Power Systems with Multi-Type Renewable Energy Sources
    Chen, Haoyong
    Xuan, Peizheng
    Wei, Guoqing
    Xu, Xuanhao
    2014 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (IEEE PES APPEEC), 2014,
  • [43] Capacity Credit Evaluation of Generic Energy Storage Under Decision-dependent Uncertainty
    Qi N.
    Cheng L.
    Liu F.
    Dianwang Jishu/Power System Technology, 2023, 47 (12): : 4916 - 4925
  • [44] Day-Ahead Robust Economic Dispatch Considering Renewable Energy and Concentrated Solar Power Plants
    Bai, Jiawen
    Ding, Tao
    Wang, Zhe
    Chen, Jianhua
    ENERGIES, 2019, 12 (20)
  • [45] Exact and Approximate Schemes for Robust Optimization Problems with Decision-Dependent Information Discovery
    Paradiso, Rosario
    Georghiou, Angelos
    Dabia, Said
    Tonissen, Denise
    INFORMS JOURNAL ON COMPUTING, 2024,
  • [46] Transmission Defense Hardening Against Typhoon Disasters Under Decision-Dependent Uncertainty
    Zhang, Weixin
    Shao, Changzheng
    Hu, Bo
    Xie, Kaigui
    Siano, Pierluigi
    Li, Mushui
    Cao, Maosen
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2023, 38 (03) : 2653 - 2665
  • [47] Robust optimization of microgrid based on renewable distributed power generation and load demand uncertainty
    Yang, Jun
    Su, Changqi
    ENERGY, 2021, 223
  • [48] Robust online operation of power systems with advanced adiabatic compressed air energy storage and renewable generation
    Bai, Jiayu
    Wei, Wei
    Chen, Laijun
    Mei, Shengwei
    JOURNAL OF ENERGY STORAGE, 2022, 50
  • [49] Robust N - k Security-constrained Optimal Power Flow Incorporating Preventive and Corrective Generation Dispatch to Improve Power System Reliability
    Huang, Liping
    Lai, Chun Sing
    Zhao, Zhuoli
    Yang, Guangya
    Zhong, Bang
    Lai, Loi Lei
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2023, 9 (01): : 351 - 364
  • [50] A Distributionally Robust Resilience Enhancement Strategy for Distribution Networks Considering Decision-Dependent Contingencies
    Li, Yujia
    Lei, Shunbo
    Sun, Wei
    Hu, Chenxi
    Hou, Yunhe
    IEEE TRANSACTIONS ON SMART GRID, 2024, 15 (02) : 1450 - 1465