Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem

被引:1
|
作者
Mansor, Mohd Helmi [1 ]
Musirin, Ismail [2 ]
Othman, Muhammad Murtadha [2 ]
Zamani, Mohamad Khairuzzaman Mohamad [2 ]
Shaaya, Sharifah Azwa [1 ]
Jelani, Shahrizal [3 ]
机构
[1] Univ Tenaga Nas, Coll Engn, Dept Elect & Elect Engn, Kajang 43000, Selangor, Malaysia
[2] Univ Teknol MARA, Fac Elect Engn, Shah Alam 40450, Selangor, Malaysia
[3] UCSI Univ, Fac Engn Technol & Built Environm, Kuala Lumpur 56000, Malaysia
关键词
Economic dispatch; Evolutionary programming; Artificial immune system; Symbiotic organism search; Valve-point loading effect; Non-smooth; Non-convex; PARTICLE SWARM OPTIMIZATION; LOAD DISPATCH; ALGORITHM; NONCONVEX;
D O I
10.1016/j.egyr.2020.11.245
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
This paper presents the development of a new hybrid optimization technique termed as Immune-Commensal-Evolutionary Programming (ICEP) and its implementation to solve non-smooth/ non-convex Economic Dispatch (ED) problem. ICEP is developed with the objective to overcome the drawbacks of single optimization techniques like evolutionary programming (EP), Artificial Immune System (AIS) and Symbiotic Organisms Search (SOS). The idea of developing this ICEP technique is to gather the strengths from the three single optimization techniques: EP, AIS and SOS to form a new hybrid technique that can solve non-smooth/non-convex ED problem accurately. This hybrid technique has better performance in finding the global optima of non-smooth/non-convex ED problem compared to the single optimization techniques. The typical drawback of the single optimization techniques is immature convergence, especially EP and AIS techniques. ICEP can avoid this from happening by thoroughly directing the searching process to its global optima. The proposed ICEP technique has been tested on the IEEE 30-Bus Reliability Test System (RTS) and IEEE 57-Bus Reliability Test System (RTS) with three case studies. It is found that ICEP is superior than EP and AIS in producing better non-smooth/non-convex ED solution. (C) 2020 TheAuthor(s). Published by Elsevier Ltd.
引用
收藏
页码:266 / 275
页数:10
相关论文
共 50 条
  • [21] A novel modified random walk grey wolf optimisation approach for non-smooth and non-convex economic load dispatch
    Sahoo, Arun Kumar
    Panigrahi, Tapas Kumar
    Nayak, Gopal Krishna
    [J]. International Journal of Innovative Computing and Applications, 2022, 13 (02) : 59 - 78
  • [22] Novel Heuristic Solution for the Non-Convex Economic Dispatch Problem
    Nahas, Nabil
    Abouheaf, Mohammed
    [J]. 2016 13TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2016, : 742 - 750
  • [23] A method to construct a quasi-normal cone for non-convex and non-smooth set and its applications to non-convex and non-smooth optimization
    Li, Hongwei
    Zhou, Dequn
    Liu, Qinghuai
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 1585 - +
  • [24] A new heuristic algorithm for solving non-convex Economic power Dispatch
    Rabii, A.
    Mobaieen, S.
    Mohamady, B.
    Suroody, A.
    [J]. Journal of Applied Sciences, 2011, 11 (23) : 3791 - 3796
  • [25] Solving smooth and non-smooth economic dispatch using water cycle algorithm
    Dihem, A.
    Salhi, A.
    Naimi, D.
    Bensalem, A.
    [J]. 2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [26] A Modified Particle Swarm Optimization for Solving the Non-Convex Economic Dispatch
    Bhattacharya, Aniruddha
    Chattopadhyay, Pranab Kumar
    [J]. ECTI-CON: 2009 6TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2009, : 77 - 80
  • [27] Solving Non-Convex Economic Load Dispatch Problem by Efficient Hybrid Simulated Annealing Algorithm
    Vanitha, M.
    Thanushkodi, K.
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES (ICACCCT), 2012, : 362 - 365
  • [28] Solving non-convex economic load dispatch problem via artificial cooperative search algorithm
    Kaboli, S. Hr. Aghay
    Alqallaf, Abdullah K.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2019, 128 : 14 - 27
  • [29] Efficient Convex Optimization for Non-convex Non-smooth Image Restoration
    Li, Xinyi
    Yuan, Jing
    Tai, Xue-Cheng
    Liu, Sanyang
    [J]. JOURNAL OF SCIENTIFIC COMPUTING, 2024, 99 (02)
  • [30] Deterministic approach for solving multi-objective non-smooth Environmental and Economic dispatch problem
    Goncalves, Elis
    Balbo, Antonio Roberto
    da Silva, Diego Nunes
    Nepomuceno, Leonardo
    Baptista, Edrnea Cassia
    Soler, Edilaine Martins
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2019, 104 : 880 - 897