Modified cuckoo search algorithm for multiobjective short-term hydrothermal scheduling

被引:29
|
作者
Thang Trung Nguyen [1 ]
Dieu Ngoc Vo [2 ]
机构
[1] HCM City Univ Technol & Educ, Fac Elect & Elect Engn, 1 Vo Van Ngan Str, Ho Chi Minh City, Vietnam
[2] Ton Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, Vietnam
关键词
Economic dispatch; Emission dispatch; Economic emission dispatch; Levy flights; Modified cuckoo search algorithm; Multiobejctive hydrothermal scheduling; ECONOMIC EMISSION DISPATCH; OPTIMIZATION; HYDRO;
D O I
10.1016/j.swevo.2017.05.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a modified cuckoo search algorithm (MCSA) for solving multi-objective short-term fixed head hydrothermal scheduling (HTS) problem. The main objective of the multiobjective HTS problem is to minimize both total power generation cost and emission of thermal generators over a scheduling period while satisfying power balance, hydraulic, and generator operating limit constraints. The proposed MCSA method is developed for the problem based on improvements from the conventional CSA method which is a new metaheuristic algorithm inspired from the behavior of some cuckoo species laying their egg into the nest of other species to improve the optimal solution and speed up the computational process. In the MCSA method, the nests are evaluated and classified into two groups including the top group with better quality eggs and the abandoned group with worse quality eggs. Two effective strategies via Levy flights for producing new solutions are applied to the abandoned and top groups. To validate the efficiency of the MCSA method, several test systems have been tested and the result comparisons from the test systems have indicated that the proposed method can obtain higher quality solution and shorter computational time than many other methods. Therefore, the proposed MCSA method can be new efficient method for solving multiobjective short-term fixed-head HTS problems.
引用
收藏
页码:73 / 89
页数:17
相关论文
共 50 条
  • [1] Modified cuckoo search algorithm for short-term hydrothermal scheduling
    Thang Trung Nguyen
    Dieu Ngoc Vo
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 65 : 271 - 281
  • [2] Cuckoo search algorithm for short-term hydrothermal scheduling
    Thang Trung Nguyen
    Dieu Ngoc Vo
    Anh Viet Truong
    APPLIED ENERGY, 2014, 132 : 276 - 287
  • [3] Solving Short-Term Cascaded Hydrothermal Scheduling Problem Using Modified Cuckoo Search Algorithm
    Thang Trung Nguyen
    Dieu Ngoc Vo
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (01): : 67 - 78
  • [4] AN EFFICIENT CUCKOO-INSPIRED META-HEURISTIC ALGORITHM FOR MULTIOBJECTIVE SHORT-TERM HYDROTHERMAL SCHEDULING
    Thang Trung Nguyen
    Dieu Ngoc Vo
    Anh Viet Truong
    Loc Dac Ho
    ADVANCES IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2016, 14 (01) : 18 - 28
  • [5] A Rigid Cuckoo Search Algorithm for Solving Short-Term Hydrothermal Scheduling Problem
    Zheyuan, Cui
    Hammid, Ali Thaeer
    Kareem, Ali Noori
    Jiang, Mingxin
    Mohammed, Muamer N.
    Kumar, Nallapaneni Manoj
    SUSTAINABILITY, 2021, 13 (08)
  • [6] Solving Bi-Objective Short-Term Cascaded Hydrothermal Scheduling Problem Using Modified Cuckoo Search Algorithm
    Thang Trung Nguyen
    Tuan Van Duong
    Dieu Ngoc Vo
    Bao Quoc Nguyen
    AETA 2015: RECENT ADVANCES IN ELECTRICAL ENGINEERING AND RELATED SCIENCES, 2016, 371 : 213 - 222
  • [7] Cuckoo Search Algorithm Using Different Distributions for Short-Term Hydrothermal Scheduling with Cascaded Hydropower Plants
    Thang Trung Nguyen
    Dieu Ngoc Vo
    Tam Thanh Dao
    TENCON 2014 - 2014 IEEE REGION 10 CONFERENCE, 2014,
  • [8] Symbiotic organisms search algorithm for short-term hydrothermal scheduling
    Das, Sujoy
    Bhattacharya, Aniruddha
    AIN SHAMS ENGINEERING JOURNAL, 2018, 9 (04) : 499 - 516
  • [9] Hybridized Gravitational Search Algorithm for Short-Term Hydrothermal Scheduling
    Gouthamkumar, N.
    Sharma, Veena
    Naresh, R.
    IETE JOURNAL OF RESEARCH, 2016, 62 (04) : 468 - 478
  • [10] Gravitational Search Algorithm Optimization for Short-term Hydrothermal Scheduling
    Bhattacharya, Aniruddha
    Bhattacharya, A.
    Datta, Shatadru
    Basu, Meheli
    2012 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ELECTRICAL ENGINEERING AND ENERGY MANAGEMENT (ICETEEEM - 2012), 2012,