Optimal economic load dispatch in smart grids considering uncertainty

被引:0
|
作者
Dzobo, Oliver [1 ]
Shehata, Ahmed Mokhtar [2 ]
Azimoh, Chukwuma Leonard [1 ]
机构
[1] Univ Johannesburg, Dept Elect & Elect Sci, Johannesburg, South Africa
[2] Al Azhar Univ, Fac Sci, Dept Math, Assiut, Egypt
来源
关键词
stochastic optimization; load demand; probability distribution function; solar photovoltaic; EMISSION DISPATCH; WIND POWER; ALGORITHM; DEMAND; SQP;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a probabilistic model for optimal economic load dispatch problem to address integration of renewable energy resources into conventional power system network grid. The power generated from the solar photovoltaic (PV) array unit and load demand are recognised as random variables with given probability distribution functions. The economic load dispatch objective function is converted into an equivalent deterministic model. An iterative procedure is used to select the input values of load demand and solar PV power generation from their respective probability distribution functions. Quadratic programming technique is applied to solve the transformed deterministic model. The proposed methodology yields the probability distributions of each power generation unit cost and its respective amount of power generation. A case study is used to illustrate the applicability of the proposed methodology. Results show that the proposed approach can provide more power system management information to the power system operators and/or planners and therefore enable better decision making.
引用
收藏
页码:1277 / 1282
页数:6
相关论文
共 50 条
  • [31] Blockchain based optimal decision making of dispatchable units in smart grids considering the high uncertainty effects
    Zhu, Xiangqian
    Wang, Wenfeng
    Pang, Suhong
    An, Chaoyin
    Yang, Xiaoliang
    Wu, Yanmin
    SUSTAINABLE CITIES AND SOCIETY, 2022, 76
  • [32] Hyperfine optimal dispatch for integrated energy microgrid considering uncertainty
    Bo, Yaolong
    Xia, Yanghong
    Wei, Wei
    Li, Zichen
    Zhao, Bo
    Lv, Zeyan
    APPLIED ENERGY, 2023, 334
  • [33] Distributed Event-Triggered Scheme for Economic Dispatch in Smart Grids
    Li, Chaojie
    Yu, Xinghuo
    Yu, Wenwu
    Huang, Tingwen
    Liu, Zhi-Wei
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2016, 12 (05) : 1775 - 1785
  • [34] Convergence analysis of a distributed gradient algorithm for economic dispatch in smart grids
    Zhang, Hao
    Liang, Shan
    Liang, Jing
    Han, Yiyan
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2022, 134
  • [35] Resilient distributed economic dispatch of smart grids under deception attacks
    Wang, Zheng
    Chen, Guo
    Dong, Zhao Yang
    NONLINEAR DYNAMICS, 2024, 112 (07) : 5421 - 5438
  • [36] Multi-Area Economic Dispatch Considering Generation Uncertainty
    Mokarram, M. J.
    Nayeripour, M.
    Niknam, T.
    Waffenschmidt, E.
    2018 7TH INTERNATIONAL ENERGY AND SUSTAINABILITY CONFERENCE (IESC), 2018,
  • [37] Resilient distributed economic dispatch of smart grids under deception attacks
    Zheng Wang
    Guo Chen
    Zhao Yang Dong
    Nonlinear Dynamics, 2024, 112 : 5421 - 5438
  • [38] Stochastic Economic Dispatch Considering Demand Response and Endogenous Uncertainty
    Bayat, Nasrin
    Li, Qifeng
    Park, Joon-Hyuk
    2023 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, PESGM, 2023,
  • [39] An Economic Dispatch Model Considering the Volatility and Uncertainty of Wind Power
    Xu, Chen
    Zhao, Feng
    He, Shan
    Shao, Chong
    Lin, Xiangning
    Lin, Xiangning
    2013 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2013,
  • [40] Short-term economic dispatch of smart distribution grids considering the active role of plug-in electric vehicles
    Benalcazar, Patricio
    Samper, Mauricio E.
    Vargas, Alberto
    ELECTRIC POWER SYSTEMS RESEARCH, 2019, 177