Multi-Objective optimization using Big-Bang Big-Crunch based Optimization: Application to optimal Economic Environmental Dispatch

被引:0
|
作者
Rao, C. V. G. Krishna [1 ]
Yesuratnam, G. [2 ]
机构
[1] MVSR Engn Coll, EEE Dept, Hyderabad 5000049, Andhra Pradesh, India
[2] OU Coll Engn, Dept Elect Engn, Hyderabad, Andhra Pradesh, India
关键词
Vector optimization/simultaneous optimization; Non-Dominated sort; crowding distance; convergence metric; spread metric; modified Big Bang -Big crunch(MBBBC);
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper attempts to apply Big-Bang and Big-crunch (BB-BC) based evolutionary algorithm to solve Multi-objective (M0) Optimization problem by vector optimization approach. A reformulated version referred to as modified BB-BC (MBB-BC) is used to overcome the deficiency of BB-BC. The crowding distance measure is included in the proposed M0 algorithm to achieve the spread among obtained non-dominated solutions. The Economic Environmental Dispatch (EED) objectives are minimized by vector approach while maintaining equality and inequality constraints. The proposed algorithm is tested for bench mark MO test functions of varying difficulty in converging to a true Pareto front. As an application to optimal EED, an eleven buses and IEEE-30 bus transmission utilities are considered. The convergence and spread metrics are used to assess the extent of success. The best compromise solutions are reported using Fuzzy decision making approach.
引用
收藏
页码:476 / 492
页数:17
相关论文
共 50 条
  • [1] EMISSION CONSTRAINED OPTIMAL POWER FLOW BY BIG-BANG AND BIG-CRUNCH OPTIMIZATION
    Rao, C. V. G. Krishna
    Yesuratnam, G.
    [J]. JOURNAL OF ELECTRICAL SYSTEMS, 2013, 9 (02) : 256 - 266
  • [2] Big-Bang Big-Crunch based Optimization of PID Controller for DC Motor
    Verma, H. K.
    Jain, Cheshta
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONTROL (IC4), 2015,
  • [3] Big-Bang Big-Crunch based Optimization of PID Controller for DC Motor
    Verma, H. K.
    Jain, Cheshta
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND SECURITY (ICCCS), 2015,
  • [4] Environmental/economic power dispatch using a Hybrid Big Bang–Big Crunch optimization algorithm
    Labbi Y.
    Ben Attous D.
    [J]. International Journal of System Assurance Engineering and Management, 2014, 5 (04) : 602 - 610
  • [5] Optimize Task Allocation in Cloud Environment Based on Big-Bang Big-Crunch
    Pradeep Singh Rawat
    Priti Dimri
    Soumen Kanrar
    Gyanendra Pal Saroha
    [J]. Wireless Personal Communications, 2020, 115 : 1711 - 1754
  • [6] Optimize Task Allocation in Cloud Environment Based on Big-Bang Big-Crunch
    Rawat, Pradeep Singh
    Dimri, Priti
    Kanrar, Soumen
    Saroha, Gyanendra Pal
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2020, 115 (02) : 1711 - 1754
  • [7] Battery modeling using real driving cycle and Big-Bang Big-Crunch algorithm
    Vichard, Loic
    Morando, Simon
    Ravey, Alexandre
    Harel, Fabien
    Venet, Pascal
    Pelissier, Serge
    Hissel, Daniel
    [J]. 2018 IEEE TRANSPORTATION AND ELECTRIFICATION CONFERENCE AND EXPO (ITEC), 2018, : 309 - 314
  • [8] A Big-Bang Big-Crunch Type-2 Fuzzy Logic System for Generating Interpretable Models in Workforce Optimization
    Chimatapu, Ravikiran
    Hagras, Hani
    Starkey, Andrew
    Owusu, Gilbert
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2018,
  • [9] A Big-Bang Big-Crunch Fuzzy Logic Based System for Sports Video Scene Classification
    Song, Wei
    Hagras, Hani
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2016, : 642 - 649
  • [10] Enhanced Order Based Single Leap Big Bang - Big Crunch Optimization Approach to Multi-Objective Gate Assignment Problem
    Genc, Hakki Murat
    Erol, Osman Kaan
    Eksin, Ibrahim
    Okutan, Cesur Cevdet
    [J]. JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2016, 26 (3-5) : 243 - 268