Stochastic Energy Scheduling in Microgrids Considering Uncertainties of Renewable Energy and Stochastic Load

被引:8
|
作者
Wang Jianhui [1 ,2 ]
Shao Yang [1 ,2 ]
Ji Ying [1 ,2 ]
Gao Wenzhong [1 ,3 ]
Song Wenbo [1 ,2 ]
机构
[1] Northeastern Univ Sci & Technol, Shenyang 110000, Liaoning, Peoples R China
[2] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Liaoning, Peoples R China
[3] Univ Denver, Dept Elect & Comp Engn, Denver, CO 80208 USA
基金
中国国家自然科学基金;
关键词
Microgrid; Stochastic; Optimization; Uncertainty; Scenario Analysis;
D O I
10.1109/ICSGEA.2017.41
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
Microgrid is a single controlled, independent power supply system consisting of a set of load, distributed generations, energy storage units and controllable devices. However, the inherent intermit and variability of renewable energy resources complicate microgrid operations. Meanwhile, more and more controllable loads are being integrated into the microgrid operation. In this paper, considering the stochastic and uncertainties of load demand and renewable energy power generation, a two-stage microgrid stochastic energy management model is established, and the constraints that the system model needs to meet are put forward. Then, the uncertainty problem of the model can be dealt with by the combination of scenario analysis and Monte Carlo simulation. Finally, the MATLAB optimization toolbox is used to solve the stochastic programming model. Compared with the deterministic model, the simulation results show the effective performance of the proposed approach.
引用
下载
收藏
页码:179 / 183
页数:5
相关论文
共 50 条
  • [1] Stochastic Energy Scheduling in Microgrids Considering the Uncertainties in Both Supply and Demand
    Kou, Peng
    Liang, Deliang
    Gao, Lin
    IEEE SYSTEMS JOURNAL, 2018, 12 (03): : 2589 - 2600
  • [2] Stochastic Energy Scheduling in Microgrids With Intermittent Renewable Energy Resources
    Su, Wencong
    Wang, Jianhui
    Roh, Jaehyung
    IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (04) : 1876 - 1883
  • [3] Optimal Energy Management for Microgrids Considering Uncertainties in Renewable Energy Generation and Load Demand
    Wu, Haotian
    Li, Hang
    Gu, Xueping
    PROCESSES, 2020, 8 (09)
  • [5] Stochastic optimization of microgrids with renewable and storage energy systems
    Lazaroiu, George Cristian
    Dumbrava, Virgil
    Balaban, Georgiana
    Longo, Michela
    Zaninelli, Dario
    2016 IEEE 16TH INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING (EEEIC), 2016,
  • [6] Stochastic Unit Generation Maintenance Scheduling Considering Renewable Energy and Network Constraints
    Kamali, Rahim
    Khazaei, Peyman
    Banizamani, Pouya
    Saadatian, Salar
    2018 WORLD AUTOMATION CONGRESS (WAC), 2018, : 271 - 276
  • [7] Stochastic Optimization of Microgrids With Hybrid Energy Storage Systems for Grid Flexibility Services Considering Energy Forecast Uncertainties
    Garcia-Torres, Felix
    Bordons, Carlos
    Tobajas, Javier
    Real-Calvo, Rafael
    Santiago, Isabel
    Grieu, Stephane
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2021, 36 (06) : 5537 - 5547
  • [8] An Innovative Stochastic Multi-Agent-Based Energy Management Approach for Microgrids Considering Uncertainties
    Ghorbani, Sajad
    Unland, Rainer
    Shokouhandeh, Hassan
    Kowalczyk, Ryszard
    INVENTIONS, 2019, 4 (03)
  • [9] Stochastic Investment Planning model of Multi-energy Microgrids considering Network Operational Uncertainties
    Ehsan, Ali
    Yang, Qiang
    2018 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2018, : 2583 - 2587
  • [10] Sustainable energy management in microgrids: a multi-objective approach for stochastic load and intermittent renewable energy resources
    Buchibabu, Prathikantham
    Somlal, Jarupula
    ELECTRICAL ENGINEERING, 2024, : 285 - 299