Data-driven distributionally robust economic dispatch for park integrated energy systems with coordination of carbon capture and storage devices and combined heat and power plants

被引:16
|
作者
Wang, Yuqi [1 ]
Gao, Song [1 ]
Jia, Wenhao [2 ]
Ding, Tao [2 ]
Zhou, Zhengyang [2 ]
Wang, Zekai [2 ]
机构
[1] State Grid Shandong Elect Power Res Inst, Jinan, Shandong, Peoples R China
[2] Xi An Jiao Tong Univ, Dept Elect Engn, Xian, Peoples R China
关键词
SECONDARY VOLTAGE; FREQUENCY CONTROL; OPTIMAL OPERATION; COMMUNITY ENERGY; DEMAND RESPONSE; GAS; OPTIMIZATION; FLOW; UNCERTAINTY; ELECTRICITY;
D O I
10.1049/rpg2.12436
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Park integrated energy system (PIES) can utilize multiple energy resources complementarily and promote comprehensive energy efficiency. However, the uncertainty of renewable energy generation poses significant challenges to the optimal operation of PIES. This paper proposes a data-driven distributionally robust optimization (DDRO) model for the day-ahead scheduling of PIESs with coordination of carbon capture and storage devices (CCS) and combined heat and power plants (CHP). First, a deterministic economic dispatch model of PIES was presented with the aim at minimizing the total operating costs of PIES and promoting the photovoltaic (PV) power accommodation. Then, a DDRO model was developed based on the historical data to yield the optimal solution in the worst PV output scenario, where the confidence set is established with comprehensive consideration of norm-1 and norm-inf constraints. Furthermore, an efficient solving framework was proposed for the DDRO based on the combination of the column-and-constraint generation (C&CG) algorithm and a duality-free decomposition method. Finally, case studies are carried out to demonstrate the effectiveness of the proposed model.
引用
收藏
页码:2617 / 2629
页数:13
相关论文
共 23 条
  • [1] Data-Driven Distributionally Robust Energy-Reserve-Storage Dispatch
    Duan, Chao
    Jiang, Lin
    Fang, Wanliang
    Liu, Jun
    Liu, Shiming
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (07) : 2826 - 2836
  • [2] A data-driven distributionally robust coordinated dispatch model for integrated power and heating systems considering wind power uncertainties
    Shui, Yue
    Gao, Hongjun
    Wang, Lingfeng
    Wei, Zhenbo
    Liu, Junyong
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2019, 104 : 255 - 258
  • [3] A Data-driven Distributionally Robust Operational Model for Urban Integrated Energy Systems
    Gao, Hongjun
    Liu, Zhenyu
    Liu, Youbo
    Wang, Lingfeng
    Liu, Junyong
    [J]. CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2022, 8 (03): : 789 - 800
  • [4] Data-Driven Distributionally Robust Control of Energy Storage to Manage Wind Power Fluctuations
    Samuelson, Samantha
    Yang, Insoon
    [J]. 2017 IEEE CONFERENCE ON CONTROL TECHNOLOGY AND APPLICATIONS (CCTA 2017), 2017, : 199 - 204
  • [5] Low-carbon Economic Dispatch Model with Combined Wind-storage System and Carbon Capture Power Plants
    Zhang, Rufeng
    Chen, Houhe
    Li, Xue
    Jiang, Tao
    Li, Guoqing
    Ning, Ruoxi
    [J]. 2017 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2017,
  • [6] Distributionally Robust Dispatch for Wind-thermal-energy Storage System With Integrated Gasification Fuel Cell-carbon Capture Plant
    Wang, Qian
    Zhang, Xueguang
    Zhu, Ling
    Xu, Dianguo
    [J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2024, 44 (09): : 3573 - 3587
  • [7] Data-driven distributionally robust scheduling of community integrated energy systems with uncertain renewable generations considering integrated demand response
    Li, Yang
    Han, Meng
    Shahidehpour, Mohammad
    Li, Jiazheng
    Long, Chao
    [J]. APPLIED ENERGY, 2023, 335
  • [8] Adjustable robust power dispatch with combined wind-storage system and carbon capture power plants under low-carbon economy
    Zhang, Rufeng
    Jiang, Tao
    Bai, Linquan
    Li, Guoqing
    Chen, Houhe
    Li, Xue
    Li, Fangxing
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2019, 113 : 772 - 781
  • [9] Low Carbon Economic Dispatch of Integrated Energy System Considering Power-to-Gas Heat Recovery and Carbon Capture
    Chen, Wenjin
    Zhang, Jun
    Li, Feng
    Zhang, Ruoyi
    Qi, Sennan
    Li, Guoqing
    Wang, Chong
    [J]. ENERGIES, 2023, 16 (08)
  • [10] Data-Driven Distributionally Robust Stochastic Control of Energy Storage for Wind Power Ramp Management Using the Wasserstein Metric
    Yang, Insoon
    [J]. ENERGIES, 2019, 12 (23)