Ant Colony Optimization for Continuous Domains applied to Emission and Economic Dispatch Problems

被引:24
|
作者
Karakonstantis, Ioannis [1 ]
Vlachos, Aristidis [1 ]
机构
[1] Univ Piraeus, Dept Informat, Piraeus 18534, Greece
关键词
Economic Load Dispatch; ELD; Minimum Emission Dispatch; MED; Combined Economic and Emission Dispatch; CEED; Emission Controlled Economic Dispatch; ECED; Ant Colony Optimization; ACO; ACO R; Ant Colony Optimization for Continuous Domains;
D O I
10.1080/02522667.2014.932094
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
This paper presents a new approach for solving a family of optimization problems usually met in electrical power generation facilities. The objective in this family of problems is to minimize the emission cost, the economic cost or a combination of them while further constraints met. In this paper we present a way to handle the Economic Load Dispatch problem (ELD), the Minimum Emission Dispatch problem (MED), the Combined Economic and Emission Dispatch problem (CEED) which is a multi-objective optimization problem and the Emission Controlled Economic Dispatch problem (ECED) using an Ant Colony Optimization for Continuous Domains (ACOR) algorithm. This algorithm can be applied to continuous optimization problems subject to constraints, and it is able to converge to global optimum while escaping from local optimum. To show its efficiency and effectiveness the proposed M -ACOR algorithm is applied to several case studies composed of 6 generators for demands 500 MW, 700MW, 900MW and 1100 MW while taking into consideration the power losses.
引用
收藏
页码:23 / 42
页数:20
相关论文
共 50 条
  • [1] Hybrid ant colony optimization for continuous domains for solving emission and economic dispatch problems
    Karakonstantis, Ioannis
    Vlachos, Aristidis
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2018, 39 (03) : 651 - 671
  • [2] Ant Colony Optimization (ACO) technique in economic power dispatch problems
    Musirin, Ismail
    Ismail, Nur Hazima Faezaa
    Kalil, Mohd Rozely
    Idris, Muhammad Khayat
    Rahman, Titik Khawa Abdul
    Adzman, Mohd Rafi
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 1387 - 1392
  • [3] A hybrid ant colony optimization for continuous domains
    Xiao, Jing
    Li, LiangPing
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) : 11072 - 11077
  • [4] A new ant algorithm solving the combined economic and emission dispatch problem
    Vlachos, Aristidis
    INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2013, 8 (02) : 135 - 141
  • [5] An efficient technique to solve combined economic and emission dispatch problem using modified Ant colony optimization
    Gopalakrishnan, R.
    Krishnan, A.
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2013, 38 (04): : 545 - 556
  • [6] An efficient technique to solve combined economic and emission dispatch problem using modified Ant colony optimization
    R GOPALAKRISHNAN
    A KRISHNAN
    Sadhana, 2013, 38 : 545 - 556
  • [7] Chemical Reaction Optimization Applied in Economic Dispatch Problems
    Bhattacharjee, Kuntal
    Bhattacharya, Aniruddha
    Dey, Sunita Halder Nee
    2014 FIRST INTERNATIONAL CONFERENCE ON AUTOMATION, CONTROL, ENERGY & SYSTEMS (ACES-14), 2014, : 5 - 10
  • [8] Hybridization strategies for continuous ant colony optimization and particle swarm optimization applied to data clustering
    Huang, Cheng-Lung
    Huang, Wen-Chen
    Chang, Hung-Yi
    Yeh, Yi-Chun
    Tsai, Cheng-Yi
    APPLIED SOFT COMPUTING, 2013, 13 (09) : 3864 - 3872
  • [9] Dynamic Economic Dispatch Solution for a Microgrid Using Improved Ant Colony Optimization
    Gao Ren
    Wu Juebo
    Hu Wen
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (08): : 345 - 355
  • [10] Grey wolf optimization applied to economic load dispatch problems
    Pradhan, Moumita
    Roy, Provas Kumar
    Pal, Tandra
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2016, 83 : 325 - 334