PDF(3217 KB)
Reactive Power Optimization of Power System with Electric Energy Router Applying Modified Teaching-Learning Algorithm
CONG Fanping, ZHOU Jianping, MAO Dajun, QI Guoqing, HUANG Zufan
Electric Power Construction ›› 2022, Vol. 43 ›› Issue (6) : 110-118.
PDF(3217 KB)
PDF(3217 KB)
Reactive Power Optimization of Power System with Electric Energy Router Applying Modified Teaching-Learning Algorithm
In this paper,an improved teaching and learning algorithm based on roulette wheel selection and adaptive Corsi variation strategy is proposed to solve the convergence and diversity problems of the traditional intelligent algorithm and it is applied to the reactive power optimization of power system with electric energy router (EER). The algorithm introduces roulette selection method in the learning phase to improve the learning efficiency of the group, and adopts adaptive Cauchy mutation strategy after the teaching to enhance the diversity of the class population, which avoids falling into local optimal solutions in the iterative process. Then, a reactive power optimization model is established with the objective function of minimizing active network loss and voltage deviation. The modified IEEE RTS-79 standard test system is used as an example for simulation analysis. The results show that the improved algorithm has both convergence and diversity, which has better optimization effect than the traditional algorithm.
electric energy router (EER) / teaching-learning algorithm / roulette wheel selection / adaptive Cauchy mutation / reactive power optimization
| [1] |
|
| [2] |
|
| [3] |
|
| [4] |
殷展, 杜仁平, 姜黎明, 等. 基于电能路由器的交直流混合配电网潮流优化控制[J]. 哈尔滨理工大学学报, 2021, 26(4): 20-27.
|
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
|
| [9] |
|
| [10] |
|
| [11] |
郭靖, 李可军, 王景山, 等. 含能源路由器的交直流网络潮流计算模型及可行解求取[J]. 电力系统自动化, 2018, 42(13): 85-93.
|
| [12] |
张晓英, 张艺, 王琨, 等. 基于改进NSGA-Ⅱ算法的含分布式电源配电网无功优化[J]. 电力系统保护与控制, 2020, 48(1): 55-64.
|
| [13] |
陈国发, 张文庆, 刘锋, 等. 基于改进蜂群算法的含DG配网多目标无功优化[J]. 智慧电力, 2019, 47(3): 97-103.
|
| [14] |
杨蕾, 吴琛, 黄伟, 等. 含高比例风光新能源电网的多目标无功优化算法[J]. 电力建设, 2020, 41(7): 100-109.
|
| [15] |
|
| [16] |
|
| [17] |
童楠, 符强, 钟才明. 基于自主学习行为的教与学优化算法[J]. 计算机应用, 2018, 38(2): 443-447.
|
| [18] |
|
| [19] |
|
| [20] |
|
| [21] |
郑超, 周孝信, 李若梅, 等. VSC-HVDC稳态特性与潮流算法的研究[J]. 中国电机工程学报, 2005, 25(6): 1-5.
|
| [22] |
李红伟, 蒋嘉焱, 刘青卓, 等. 基于改进教与学算法的配网多目标无功优化[J]. 控制工程, 2020, 27(5): 878-883.
|
| [23] |
|
/
| 〈 |
|
〉 |