Shuffled differential evolution for large scale economic dispatch

被引:106
作者
Reddy, A. Srinivasa [1 ]
Vaisakh, K. [2 ]
机构
[1] Sir CR Reddy Coll Engn, Dept Elect & Elect Engn, Eluru 534007, Andhra Pradesh, India
[2] Andhra Univ, AU Coll Engn, Dept Elect Engn, Visakhapatnam 530003, Andhra Pradesh, India
关键词
DE/Memeplexbest/2; mutation; Nonconvex economic dispatch; Shuffled differential evolution; Shuffled frog leaping algorithm; Valve point loading effects; PARTICLE SWARM OPTIMIZATION; GENETIC ALGORITHM; SQP METHOD; UNITS;
D O I
10.1016/j.epsr.2012.11.010
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
In this paper, a novel metaheuristic optimization methodology is proposed to solve large scale nonconvex economic dispatch problem. The proposed approach is based on a hybrid shuffled differential evolution (SDE) algorithm which combines the benefits of shuffled frog leaping algorithm and differential evolution. The proposed algorithm integrates a novel differential mutation operator specifically designed to effectively address the problem under study. In order to validate the SDE methodology, detailed simulation results obtained on three standard test systems 13, 40, and 140-unit test system are presented and discussed. Transmission losses are considered along with valve point loading effects for 13 and 40-unit test systems and calculated using B-coefficient matrix. A comparative analysis with other settled nature-inspired solution algorithms demonstrates the superior performance of the proposed methodology in terms of both solution accuracy and convergence performances. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:237 / 245
页数:9
相关论文
共 31 条
[1]   Application of pattern search method to power system valve-point economic load dispatch [J].
Al-Sumait, J. S. ;
Al-Othman, A. K. ;
Sykulski, J. K. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2007, 29 (10) :720-730
[2]   A hybrid GA-PS-SQP method to solve power system valve-point economic dispatch problems [J].
Alsumait, J. S. ;
Sykulski, J. K. ;
Al-Othman, A. K. .
APPLIED ENERGY, 2010, 87 (05) :1773-1781
[3]   Real-parameter quantum evolutionary algorithm for economic load dispatch [J].
Babu, G. S. Sailesh ;
Das, D. Bhagwan ;
Patvardhan, C. .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2008, 2 (01) :22-31
[4]   Hybrid Differential Evolution With Biogeography-Based Optimization for Solution of Economic Load Dispatch [J].
Bhattacharya, Aniruddha ;
Chattopadhyay, Pranab Kumar .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (04) :1955-1964
[5]   Biogeography-Based Optimization for Different Economic Load Dispatch Problems [J].
Bhattacharya, Aniruddha ;
Chattopadhyay, Pranab Kumar .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (02) :1064-1077
[6]   A hybrid FCASO-SQP method for solving the economic dispatch problems with valve-point effects [J].
Cai, Jiejin ;
Li, Qiong ;
Li, Lixiang ;
Peng, Haipeng ;
Yang, Yixian .
ENERGY, 2012, 38 (01) :346-353
[7]   A hybrid CPSO-SQP method for economic dispatch considering the valve-point effects [J].
Cai, Jiejin ;
Li, Qiong ;
Li, Lixiang ;
Peng, Haipeng ;
Yang, Yixian .
ENERGY CONVERSION AND MANAGEMENT, 2012, 53 (01) :175-181
[8]   Genetic-based algorithm for power economic load dispatch [J].
Chiang, C.-L. .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2007, 1 (02) :261-269
[9]   Improved genetic algorithm for power economic dispatch of units with valve-point effects and multiple fuels [J].
Chiang, CL .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (04) :1690-1699
[10]   A GA-API Solution for the Economic Dispatch of Generation in Power System Operation [J].
Ciornei, Irina ;
Kyriakides, Elias .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (01) :233-242