Enhanced emperor penguin optimization algorithm for dynamic economic dispatch with renewable energy sources and microgrid

被引:8
|
作者
Sahoo, Arun Kumar [1 ]
Panigrahi, Tapas Kumar [2 ]
Dhiman, Gaurav [3 ]
Singh, Krishna Kant [4 ]
Singh, Akansha [5 ]
机构
[1] IIIT Bhubaneswar, Dept Elect Engn, Bhubaneswar, Odisha, India
[2] PMEC Berhampur, Dept Elect Engn, Brahmapur, India
[3] Govt Bikram Coll Commerce, Dept CSE, Patiala, Punjab, India
[4] Delhi NCR, Dept ECE, KIET Grp Inst, Ghaziabad, India
[5] Amity Univ, Dept CSE, ASET, Noida, Uttar Pradesh, India
关键词
Dynamic economic dispatch (DED); emperor penguin optimization (EPO); chaotic oppositional learning-based emperor penguin optimization (COLEPO); constraints; wind energy; micro grid; POWER-SYSTEMS; LOAD DISPATCH; UNITS; PSO;
D O I
10.3233/JIFS-201483
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an enhanced version of the emperor penguin optimization algorithm is proposed for solving dynamic economic dispatch (DED) problem incorporating renewable energy sources and microgrid. Dynamic economic load dispatch optimally shares the power on an hourly basis for a day among the committed generating units to satisfy the feasible load demand. Emission of pollutants from the combustion fossil fuel and gradual depletion of fossil fuel encourages the usage of renewable energy sources. Implementation of renewable energy sources with the reinforcement of green energy transforms the fossil fuel-based plant into a hybrid generating plant. The increase in power production with the increase in electricity demand implicates challenges for economical operation. The proposed algorithm is applied to the DED problem for fossil fuel based and renewable energy system to find economic schedule of generated power among the committed generating units. The proposed optimization algorithm is inspired by the huddling behavior of the emperor penguin. The exploration strategy is enhanced by adapting oppositional based learning. Chaotic mapping is used to maintain a proper balance between exploration and exploitation in the entire search space, which minimizes the cost of generation in the power system.
引用
下载
收藏
页码:9041 / 9058
页数:18
相关论文
共 50 条
  • [1] Combined Economic Emission Dispatch of Microgrid with the Incorporation of Renewable Energy Sources Using Improved Mayfly Optimization Algorithm
    Nagarajan, Karthik
    Rajagopalan, Arul
    Angalaeswari, S.
    Natrayan, L.
    Mammo, Wubishet Degife
    Computational Intelligence and Neuroscience, 2022, 2022
  • [2] Reliable and Environmental Economic Dispatch in a Microgrid with Renewable Energy Sources
    Hagh, Mehrdad Tarafdar
    Pouyafar, Saeed
    Sohrabi, Farnaz
    Shaker, Ayda
    Vahid-Ghavidel, Morteza
    Catalao, Joao P. S.
    Shafie-Khah, Miadreza
    2019 IEEE MILAN POWERTECH, 2019,
  • [3] Economic Dispatch of Multi Microgrid Systems With Renewable Energy Sources Using Particle Swarm Optimization
    Firdaus
    Umar
    Penangsang, Ontoseno
    2016 INTERNATIONAL SEMINAR ON INTELLIGENT TECHNOLOGY AND ITS APPLICATIONS (ISITIA): RECENT TRENDS IN INTELLIGENT COMPUTATIONAL TECHNOLOGIES FOR SUSTAINABLE ENERGY, 2016, : 595 - 600
  • [4] Predictive economic dispatch on Microgrid with high penetration of renewable energy sources
    Mejia, David
    Patino, Diego
    2016 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2016,
  • [5] Multistrategy Fusion Particle Swarm for Dynamic Economic Dispatch Optimization of Renewable Energy Sources
    Li, Yueying
    Wu, Feng
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2024, 2024
  • [6] Economic Dispatch Optimization for system integrating renewable energy sources
    Jihane, Kartite
    Mohamed, Cherkaoui
    TECHNOLOGIES AND MATERIALS FOR RENEWABLE ENERGY, ENVIRONMENT AND SUSTAINABILITY, 2018, 1968
  • [7] Optimization of load dispatch strategies for an islanded microgrid connected with renewable energy sources
    Ishraque, Md. Fatin
    Shezan, Sk. A.
    Ali, M. M.
    Rashid, M. M.
    APPLIED ENERGY, 2021, 292
  • [8] Modified harmony search algorithm for combined economic emission dispatch of microgrid incorporating renewable sources
    Elattar, Ehab E.
    ENERGY, 2018, 159 : 496 - 507
  • [9] Integration of renewable energy sources in dynamic economic load dispatch problem using an improved fireworks algorithm
    Jadoun, Vinay Kumar
    Pandey, Vipin Chandra
    Gupta, Nikhil
    Niazi, Khaleequr Rehman
    Swarnkar, Anil
    IET RENEWABLE POWER GENERATION, 2018, 12 (09) : 1004 - 1011
  • [10] Enhanced Bee Swarm Optimization Algorithm for Dynamic Economic Dispatch
    Niknam, Taher
    Golestaneh, Faranak
    IEEE SYSTEMS JOURNAL, 2013, 7 (04): : 754 - 762