A Non-convex Economic Load Dispatch Using Hybrid Salp Swarm Algorithm

被引:27
|
作者
Alkoffash, Mahmud Salem [1 ,7 ]
Awadallah, Mohammed A. [2 ,3 ]
Alweshah, Mohammed [4 ]
Abu Zitar, Raed [5 ]
Assaleh, Khaled [6 ]
Al-Betar, Mohammed Azmi [1 ,6 ]
机构
[1] Al Balqa Appl Univ, Al Huson Univ Coll, Dept Informat Technol, Irbid, Jordan
[2] Al Aqsa Univ, Dept Comp Sci, POB 4051, Gazax Et Baccarisse, France
[3] Ajman Univ, Artificial Intelligence Res Ctr AIRC, Ajman, U Arab Emirates
[4] Al Balqa Appl Univ, Prince Abdullah Bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
[5] Sorbonne Univ Abu Dhabi, Ctr Artificial Intelligence, Abu Dhabi, U Arab Emirates
[6] Ajman Univ, Coll Engn & Informat Technol, Artificial Intelligence Res Ctr AIRC, Ajman, U Arab Emirates
[7] King Abdulaziz Univ, Architecture & Planning Fac, Dept Geomat, Jeddah, Saudi Arabia
关键词
Power systems; Economic load dispatch; Salp swarm algorithm; Optimization; beta-Hill climbing optimizer; Hybrid metaheuristic; SHUFFLED DIFFERENTIAL EVOLUTION; BIOGEOGRAPHY-BASED OPTIMIZATION; HARMONY SEARCH ALGORITHM; GREY WOLF OPTIMIZATION; ARTIFICIAL BEE COLONY; SQP METHOD; POPULATION; PSO;
D O I
10.1007/s13369-021-05646-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, the economic load dispatch (ELD) problem with valve point effect is tackled using a hybridization between salp swarm algorithm (SSA) as a population-based algorithm and beta-hill climbing optimizer as a single point-based algorithm. The proposed hybrid SSA is abbreviated as HSSA. This is to achieve the right balance between the intensification and diversification of the ELD search space. ELD is an important problem in the power systems which is concerned with scheduling the generation units in active generators in optimal way to minimize the fuel cost in accordance with equality and inequality constraints. The proposed HSSA is evaluated using six real-world ELD systems: 3-unit generator, two cases of 13-unit generator, 40-unit generator, 80-unit generator, and 140-unit generator system. These ELD systems are well circulated in the previous literature. The comparative results against 66 well-regarded algorithms are conducted. The results show that the proposed HSSA is able to produce viable and competitive solutions for ELD problems.
引用
收藏
页码:8721 / 8740
页数:20
相关论文
共 50 条
  • [1] A Non-convex Economic Load Dispatch Using Hybrid Salp Swarm Algorithm
    Mahmud Salem Alkoffash
    Mohammed A. Awadallah
    Mohammed Alweshah
    Raed Abu Zitar
    Khaled Assaleh
    Mohammed Azmi Al-Betar
    [J]. Arabian Journal for Science and Engineering, 2021, 46 : 8721 - 8740
  • [2] Non-convex Dynamic Economic Dispatch Using an Innovative Hybrid Algorithm
    Verma, Pooja
    Parouha, Raghav Prasad
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2022, 17 (02) : 863 - 902
  • [3] Non-convex Dynamic Economic Dispatch Using an Innovative Hybrid Algorithm
    Pooja Verma
    Raghav Prasad Parouha
    [J]. Journal of Electrical Engineering & Technology, 2022, 17 : 863 - 902
  • [4] Effectual Particle Swarm Optimization Algorithm for the Solution of Non-convex Economic Load Dispatch Problem
    Vanitha, M.
    Radhakrishnan, Smrithi
    [J]. INTELLIGENT AND EFFICIENT ELECTRICAL SYSTEMS, 2018, 446 : 143 - 152
  • [5] Glowworm Swarm Optimization Algorithm for Solving Non-Smooth and Non-Convex Economic Load Dispatch Problems
    Shahinzadeh, Hossein
    Moazzami, Majid
    Fadaei, Davoud
    Rafiee-Rad, Sepideh
    [J]. 2017 5TH IRANIAN JOINT CONGRESS ON FUZZY AND INTELLIGENT SYSTEMS (CFIS), 2017, : 103 - 109
  • [6] A non-convex economic load dispatch problem using chameleon swarm algorithm with roulette wheel and Levy flight methods
    Malik Sh. Braik
    Mohammed A. Awadallah
    Mohammed Azmi Al-Betar
    Abdelaziz I. Hammouri
    Raed Abu Zitar
    [J]. Applied Intelligence, 2023, 53 : 17508 - 17547
  • [7] A non-convex economic load dispatch problem using chameleon swarm algorithm with roulette wheel and Levy flight methods
    Braik, Malik Sh.
    Awadallah, Mohammed A.
    Al-Betar, Mohammed Azmi
    Hammouri, Abdelaziz I.
    Abu Zitar, Raed
    [J]. APPLIED INTELLIGENCE, 2023, 53 (14) : 17508 - 17547
  • [8] 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
  • [9] Non-Convex Economic Dispatch using Trelea Particle Swarm Optimization
    Oliveira, Ezequiel S.
    Silva Junior, Ivo C.
    de Oliveira, Leonardo W.
    Dias, Bruno H.
    Oliveira, Edimar J.
    [J]. 2015 IEEE EINDHOVEN POWERTECH, 2015,
  • [10] Non-Convex Economic Load Dispatch using Particle Swarm Optimization with Elevated Search and Addressed Operators
    Jadoun, Vinay Kumar
    Gupta, Nikhil
    Swarnkar, Anil
    Niazi, K. R.
    [J]. 2015 INTERNATIONAL CONFERENCE ON RECENT DEVELOPMENTS IN CONTROL, AUTOMATION AND POWER ENGINEERING (RDCAPE), 2015, : 113 - 118