A novel constraints handling mechanism based on virtual generator unit for economic dispatch problems with valve point effects

被引:11
作者
Li, Xueping [1 ]
Fu, Linhai [1 ]
Lu, Zhigang [1 ]
机构
[1] Yanshan Univ, Key Lab Power Elect Energy Conservat & Motor Dr H, Qinhuangdao 066004, Hebei, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Power allocation scheme; Constraints handling mechanism; Economic dispatch problem; Virtual generator unit; CHEMICAL-REACTION OPTIMIZATION; ALGORITHM;
D O I
10.1016/j.ijepes.2021.106825
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
The economic dispatch (ED) with valve point effects is a multi-constraint, non-linear, non-convex hybrid optimization problem, where dealing with the constraints of equality and inequality will seriously affect the quality of the solution. In this paper, based on the characteristics of the valve point effects of the generator unit, a novel constraints handling mechanism (NCHM) is proposed for solving ED problems with valve point effects. The NCHM consists of the virtual generator unit (VGU) method and the power allocation scheme (PAS) to address the constraints of equality and inequality. In VGU method, as a penalty function, the virtual generator unit is added to the ED objective function. Unlike the traditional penalty function, the characteristics of the virtual generator unit are close to that of the actual generator unit, which breaks the difficulty of parameter selection and makes the convergence better. For PAS method, the power of the generator unit is locked at the valve point with a certain probability to accelerate convergence. To demonstrate the effectiveness of the NCHM, it is tested on 13-, 40- and 80-unit systems combined with differential evolution algorithm. The simulation results show that the proposed NCHM is significantly superior in accuracy, stability and computing time compared with other previous constraints handling mechanism for solving the ED problems with valve point effects.
引用
收藏
页数:11
相关论文
共 46 条
[1]   Economic dispatch using chaotic bat algorithm [J].
Adarsh, B. R. ;
Raghunathan, T. ;
Jayabarathi, T. ;
Yang, Xin-She .
ENERGY, 2016, 96 :666-675
[2]   Tournament-based harmony search algorithm for non-convex economic load dispatch problem [J].
Al-Betar, Mohammed Azmi ;
Awadallah, Mohammed A. ;
Khader, Ahamad Tajudin ;
Bolaji, Asaju La'aro .
APPLIED SOFT COMPUTING, 2016, 47 :449-459
[3]   Solution of non-convex economic dispatch problem considering valve loading effect by a new Modified Differential Evolution algorithm [J].
Amjady, Nima ;
Sharifzadeh, Hossein .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2010, 32 (08) :893-903
[4]   Large scale economic dispatch of power systems using oppositional invasive weed optimization [J].
Barisal, A. K. ;
Prusty, R. C. .
APPLIED SOFT COMPUTING, 2015, 29 :122-137
[5]  
Bhattacharjee K, 2014, SCI IRAN, V21, P870
[6]   Economic Dispatch Problems Using Backtracking Search Optimization [J].
Bhattacharjee, Kuntal .
INTERNATIONAL JOURNAL OF ENERGY OPTIMIZATION AND ENGINEERING, 2018, 7 (02) :39-60
[7]   Chemical reaction optimisation for different economic dispatch problems [J].
Bhattacharjee, Kuntal ;
Bhattacharya, Aniruddha ;
Dey, Sunita Halder Nee .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2014, 8 (03) :530-541
[8]   Oppositional Real Coded Chemical Reaction Optimization for different economic dispatch problems [J].
Bhattacharjee, Kuntal ;
Bhattacharya, Aniruddha ;
Dey, Sunita Halder Nee .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2014, 55 :378-391
[9]   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
[10]   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