Two-stage robust optimization model for park integrated energy system based on dynamic programming

被引:43
|
作者
Wu, Min [1 ]
Xu, Jiazhu [1 ]
Zeng, Linjun [1 ]
Li, Chang [2 ]
Liu, Yuxing [1 ]
Yi, Yuqin [1 ]
Wen, Ming [3 ,4 ]
Jiang, Zhuohan [3 ,4 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha, Peoples R China
[2] Tech Univ Denmark, Dept Elect Engn, Copenhagen, Denmark
[3] State Grid Hunan Elect Power Co Ltd Econ, Changsha, Peoples R China
[4] Tech Res Inst, Changsha, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Column and constraint decomposition; Dynamic programming strategy; Park integrated energy system; Two-stage robust optimization; INTERVAL OPTIMIZATION; OPERATION STRATEGY; NATURAL-GAS; UNCERTAINTY; GENERATION; STORAGE; NETWORKS; UNIT;
D O I
10.1016/j.apenergy.2021.118249
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The promotion and construction of park integrated energy system (PIES) has strengthened the interaction among electric, gas, heating and cooling systems. However, the static programming strategy (SPS) of PIES results in problems such as lower system economics and poorer reliability of energy supply. Therefore, a suitable planning method is required to promote the economic operation of PIES under multiple uncertainties. Based on the background, this study proposes a two-stage robust optimization model based on dynamic programming strategy (DPS) for PIES. Firstly, the coupled devices and energy networks in the system are analyzed in detail to comprehensively identify the complex interactions among multiple energy carriers. Moreover, a DPS is introduced to improve the economic efficiency of PIES. Then, a two-stage robust model is established to solve the heterogeneous uncertainties in the planning strategy. Specifically, the column and constraint generation (C&CG) algorithm is used to solve the optimization model thereby obtain the equipment configuration scheme for each planning phase. Finally, the effectiveness of the proposed method is verified by comprehensive case studies on a test system.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Two-stage optimization for community integrated energy system based on robust stochastic model predictive control
    Liu, Chunming
    Li, Ruiyue
    Yin, Yujun
    Liu, Nian
    [J]. Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2022, 42 (05): : 1 - 7
  • [2] Dynamic Robust Optimization Method Based on Two-Stage Evaluation and Its Application in Optimal Scheduling of Integrated Energy System
    Zhou, Bo
    Li, Erchao
    [J]. APPLIED SCIENCES-BASEL, 2024, 14 (12):
  • [3] Two-stage distributionally robust optimization model of integrated energy system group considering energy sharing and carbon transfer
    Fan, Wei
    Ju, Liwei
    Tan, Zhongfu
    Li, Xiangguang
    Zhang, Amin
    Li, Xudong
    Wang, Yueping
    [J]. APPLIED ENERGY, 2023, 331
  • [4] Two-Stage Robust Optimization Model for Capacity Configuration of Biogas-Solar-Wind Integrated Energy System
    Li, Xiaoqing
    Zhang, Lizhi
    Wang, Ruiqi
    Sun, Bo
    Xie, Weijian
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2023, 59 (01) : 662 - 675
  • [5] Two-Stage Robust Optimization of Multi-energy System Considering Integrated Demand Response
    Yao, Yiming
    Li, Chunyan
    Xie, Kaigui
    Hu, Bo
    Shao, Changzheng
    Yan, Zhichao
    [J]. 2021 11TH INTERNATIONAL CONFERENCE ON POWER AND ENERGY SYSTEMS (ICPES 2021), 2021, : 783 - 789
  • [6] Stability-constrained Two-stage Robust Optimization for Integrated Hydrogen Hybrid Energy System
    Li, Qi
    Qiu, Yibin
    Yang, Hanqing
    Xu, Yan
    Chen, Weirong
    Wang, Peng
    [J]. CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2021, 7 (01): : 162 - 171
  • [7] A two-stage robust configuration optimization framework for integrated energy system considering multiple uncertainties
    Yang, Meng
    Liu, Yisheng
    [J]. SUSTAINABLE CITIES AND SOCIETY, 2024, 101
  • [8] Two-Stage Optimization Method of Train Energy-Efficient Operation Based on Dynamic Programming
    Gao, Hao
    Zhang, Yadong
    Guo, Jin
    Li, Kehong
    [J]. Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2020, 55 (05): : 946 - 954
  • [9] A stochastic dual dynamic programming method for two-stage distributionally robust optimization problems
    Tong, Xiaojiao
    Yang, Liu
    Luo, Xiao
    Rao, Bo
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2020, 35 (05): : 1002 - 1021
  • [10] A two-stage optimization model for Park Integrated Energy System operation and benefit allocation considering the effect of Time-Of-Use energy price
    Yang, Shenbo
    Tan, Zhongfu
    Lin, Hongyu
    Li, Peng
    De, Gejirifu
    Zhou, Feng'ao
    Ju, Liwei
    [J]. ENERGY, 2020, 195