您的位置:山东大学 -> 科技期刊社 -> 《山东大学学报(工学版)》

山东大学学报 (工学版) ›› 2021, Vol. 51 ›› Issue (5): 107-113.doi: 10.6040/j.issn.1672-3961.0.2020.110

• ? • 上一篇    下一篇

基于差分进化算法的配电网智能换相策略

赵云龙(),车仁飞*(),陈家辉   

  1. 山东大学电气工程学院, 山东 济南 250061
  • 收稿日期:2020-04-15 出版日期:2021-10-20 发布日期:2021-09-29
  • 通讯作者: 车仁飞 E-mail:zyl2019@mail.sdu.edu.cn;cherenfei@sdu.edu.cn
  • 作者简介:赵云龙(1995—),男,山东潍坊人,硕士研究生,主要研究方向为配电网三相不平衡的研究与三相智能换相开关的设计. E-mail: zyl2019@mail.sdu.edu.cn

Intelligent commutation system of distribution network based on differential evolution algorithm

Yunlong ZHAO(),Renfei CHE*(),Jiahui CHEN   

  1. School of Electrical Engineering, Shandong University, Jinan 250061, Shandong, China
  • Received:2020-04-15 Online:2021-10-20 Published:2021-09-29
  • Contact: Renfei CHE E-mail:zyl2019@mail.sdu.edu.cn;cherenfei@sdu.edu.cn

摘要:

结合三相智能换相开关的换相过程, 提出一种以差分进化算法为核心、以混合固态开关为基础的配电网智能换相系统。以三相电流不平衡度和换相开关动作次数为目标, 采用差分进化算法对换相策略进行寻优, 通过初始化、变异、交叉与选择操作, 获得最优的换相策略, 提高了系统的实时性和准确性。通过将磁保持继电器与以绝缘栅双极型晶体管(insulated gate bipolar transistor, IGBT)为主体的固态开关相结合方式, 提出采用混合固态开关进行快速切换的方法, 使换相开关具有功耗低、通流能力强的特点, 提高了系统的可靠性。通过实际测试验证了算法和切换开关在快速切换与提高换相过程电能质量方面的可行性。

关键词: 三相不平衡, 三相智能换相开关, 差分进化算法, 贪心算法, 换相策略

Abstract:

The application of three-phase intelligent commutation switch was an effective measure to solve the problem of three-phase load imbalance in low-voltage distribution network. Based on the commutation process of the three-phase intelligent commutation switch, an intelligent commutation system of the distribution network was proposed, which took the differential evolution algorithm as the core and the mixed solid-state switch as the foundation. Aiming at the unbalance degree of three-phase current and the action times of commutation switch, differential evolution algorithm was used to optimize the commutation strategy. The optimal commutation strategy was obtained through initialization, mutation, crossover and selection operation, which improved the real-time and accuracy of the system. In this paper, through the combination of magnetic holding relay and IGBT based solid-state switch, a fast switching method using hybrid solid-state switch was proposed, which the commutation switch showed the characteristics of low power consumption and strong current passing ability, and improved the reliability of the system. The feasibility of the algorithm and switch in fast switching and im-proving the power quality of the commutation process was verified by practical test.

Key words: three-phase imbalance, three-phase intelligent commutation switch, differential evolution algorithm, greedy algorithm, commutation strategy

中图分类号: 

  • TM7

图1

换相执行元件硬件电路图"

图2

市电A相到B相换相过程示意图"

图3

换相执行元件(A相)控制电路图"

表1

台区换相开关检测的电流数据"

换相开关编号 所测有效电流/A 换相前所在相别 换相后所在相别
1 20.79 A相 B相
2 34.44 A相 C相
3 29.56 B相 B相
4 33.28 A相 A相
5 20.25 C相 A相
6 11.23 C相 C相
7 18.55 A相 A相
8 6.45 C相 C相
9 25.78 B相 C相
10 11.54 B相 B相
11 20.45 C相 C相
12 10.57 A相 A相
13 20.55 B相 A相
14 13.46 C相 B相
15 5.67 C相 C相
16 28.89 B相 B相

图4

ε的产生过程对比"

图5

目标函数值ε的优化过程"

图6

目标函数值H的优化过"

图7

硬件换相电流波形"

1 边胜. 配电变压器三相负荷不平衡的影响及解决措施[J]. 技术与市场, 2018, 25 (12): 82- 83.
doi: 10.3969/j.issn.1006-8554.2018.12.032
BIAN Sheng . The influence of three-phase load unbalance of distribution transformer and its solution[J]. Tech-nology and Market, 2018, 25 (12): 82- 83.
doi: 10.3969/j.issn.1006-8554.2018.12.032
2 姚知洋, 金庆忍, 郭敏, 等. 三相负荷不平衡环境下配电变压器两种接线方式的运行仿真分析[J]. 电器与能效管理技术, 2019, (24): 70- 74.
YAO Zhiyang , JIN Qingren , GUO Min , et al. Simulation analysis of two connection modes of distribution transformer in unbalanced three-phase load environment[J]. Electrical & Energy Management Technology, 2019, (24): 70- 74.
3 孙蒙. 浅析电力系统三相不平衡的危害与解决措施[J]. 资源节约与环保, 2015, (6): 16.
doi: 10.3969/j.issn.1673-2251.2015.06.014
SUN Meng . Analysis on the harm and solution of three-phase unbalance in power system[J]. Resources Economization & Environmental Protection, 2015, (6): 16.
doi: 10.3969/j.issn.1673-2251.2015.06.014
4 鱼军. 三相负荷不对称自动调补装置在配电网中的应用[J]. 中国电力企业管理, 2011, (8): 126- 127.
YU Jun . Application of three-phase load asymmetric automatic adjustment device in distribution network[J]. CPEM, 2011, (8): 126- 127.
5 李燕, 路文梅. 低压电网三相不对称的危害及调整方法[J]. 河北工程技术高等专科学校学报, 2004, (3): 44- 46.
doi: 10.3969/j.issn.1008-3782.2004.03.012
LI Yan , LU Wenmei . The damage caused by the three-phased load unbalancing and methods adjusting load balance in the low-voltage distribution network[J]. Journal of Hebei Engineering and Technology College, 2004, (3): 44- 46.
doi: 10.3969/j.issn.1008-3782.2004.03.012
6 程晨. 低压配电网三相不平衡治理的研究[D]. 成都: 电子科技大学, 2017.
CHENG Chen. Research on three-phase unbalanced control of low voltage distribution network[D]. Chengdu: University of Electronic Science and Technology, 2017.
7 彭春华, 陈首昆, 于蓉. 基于模拟结晶算法的长效三相平衡优化换相策略[J]. 中国电机工程学报, 2014, 34 (22): 3760- 3767.
PENG Chunhua , CHEN Shoukun , YU Rong . An optimal phase swapping strategy for long-term three-phase balancing using a novel simulated crystallizing algorithm[J]. Proceedings of the CSEE, 2014, 34 (22): 3760- 3767.
8 HOOSHMAD R A , SOLTANI S . Fuzzy optimal phase balancing of radial and meshed distribution networks using BF-PSO algorithm[J]. IEEE Trans on Power Systems, 2012, 27 (1): 47- 57.
doi: 10.1109/TPWRS.2011.2167991
9 王芳尧, 刘用森, 张军财, 等. 基于改进粒子群算法的负荷不平衡调整策略[J]. 电气开关, 2017, 55 (4): 54- 58.
doi: 10.3969/j.issn.1004-289X.2017.04.014
WANG Fangyao , LIU Yongsen , ZHANG Juncai , et al. Load unbalanced strategy based on advanced pso algorithm[J]. Electric Switch, 2017, 55 (4): 54- 58.
doi: 10.3969/j.issn.1004-289X.2017.04.014
10 鲁文军, 傅明, 张嘉辉, 等. 低压配变台区负荷及无功智能平衡实现方法[J]. 电力系统及其自动化学报, 2019, 31 (5): 124- 131.
doi: 10.3969/j.issn.1003-8930.2019.05.019
LU Wenjun , FU Ming , ZHANG Jiahui , et al. Intelligent balance realization method for load and reactive power in low-voltage distribution area[J]. Proceedings of the CSU-EPSA, 2019, 31 (5): 124- 131.
doi: 10.3969/j.issn.1003-8930.2019.05.019
11 张二超. 基于智能换相开关的三相不平衡控制研究[D]. 成都: 电子科技大学, 2018.
ZHANG Erchao. Research on the control of three phase unbalance based on intelligent switching-phase switch[D]. Chengdu: University of Electronic Science and Technology, 2018.
12 方恒福, 盛万兴, 王金丽, 等. 配电台区三相负荷不平衡实时在线治理方法研究[J]. 中国电机工程学报, 2015, 35 (9): 2185- 2193.
FANG Hengfu , SHENG Wanxing , WANG Jinli , et al. Research on the method for real-time online control of three-phase unbalanced load in distribution area[J]. Proceedings of the CSEE, 2015, 35 (9): 2185- 2193.
13 丁家峰, 宫飞, 刘静, 等. 一种基于磁保持继电器的低压配电网负荷换相方法[J]. 制造业自动化, 2019, 41 (2): 132- 138.
doi: 10.3969/j.issn.1009-0134.2019.02.034
DING Jiafeng , GONG Fei , LIU Jing , et al. A load phase chance method of low-voltage distribution network based on magnetic latching relay[J]. Manufacturing Automation, 2019, 41 (2): 132- 138.
doi: 10.3969/j.issn.1009-0134.2019.02.034
14 张磐, 丁一, 姜宁, 等. 基于模糊C均值聚类法的智能换相开关设计[J]. 电子器件, 2019, 42 (1): 94- 99.
doi: 10.3969/j.issn.1005-9490.2019.01.019
ZHANG Pan , DING Yi , JIANG Ning , et al. Design of intelligent commutation switch based on fuzzy C-means clustering method[J]. Electronic Device, 2019, 42 (1): 94- 99.
doi: 10.3969/j.issn.1005-9490.2019.01.019
15 蔡欣灵, 郝思鹏. 电网三相不平衡的度量与治理综述[J]. 电力工程技术, 2019, 38 (5): 185- 192.
CAI Xinling , HAO Sipeng . Review of the measurement and control of three-phase unbalance[J]. Electric Power Engineering Technology, 2019, 38 (5): 185- 192.
16 余兵. 差分进化算法及其应用[D]. 西安: 西安工程大学, 2007.
YU Bing. Differential evolution algorithm and its application[D]. Xi'an: Xi'an Polytechnic University, 2007.
17 莫钊君. 基于元启发式算法的学生信息管理系统的设计与实现[D]. 广州: 华南理工大学, 2011.
MO Zhaojun. The design and implementation of student information management system based on metaheuristict[D]. Guangzhou: South China University of Technol-ogy, 2011.
18 宁桂英, 曹敦虔, 周永权. 求解0-1规划问题的改进差分进化算法[J]. 系统科学与数学, 2019, 39 (1): 120- 132.
NING Guiying , CAO Dunqian , ZHOU Yongquan . Improved differential evolution algorithm for solving 0-1 programming problems[J]. Journal of Systems Science and Mathematical Sciences, 2019, 39 (1): 120- 132.
19 伍春生, 付勋波, 许洪华. 一种微电网用柔性并离网切换装置: CN105429167A[P]. 2016-03-23.
WU Chunsheng, FU Xunbo, XU Honghua. A flexible parallel off grid switching device for microgrid: CN105429167A[P]. 2016-03-23.
20 黄胜利, 李洪涛. 基于固态智能换相开关的三相负荷不平衡解决方案研究[J]. 电器与能效管理技术, 2016, (5): 13- 17.
HUANG Shengli , LI Hongtao . Research on three phase unbalanced loads based on solid-state intelligent switch-ing-phase switch[J]. Electrical & Energy Management Technology, 2016, (5): 13- 17.
[1] 杨隆浩, 傅仰耿, 巩晓婷. 置信规则库参数学习的并行差分进化算法[J]. 山东大学学报(工学版), 2015, 45(1): 30-36.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] 李芳佳, 高尚策, 唐政, 石井雅博, 山下和也. 基于元胞自动化模型的三维雪花晶体近似模式的产生(英文)[J]. 山东大学学报(工学版), 2009, 39(1): 102 -105 .
[2] 孔维涛,张庆范,张承慧 . 基于DSP的空间矢量脉宽调制(SVPWM)的实现[J]. 山东大学学报(工学版), 2008, 38(3): 81 -84 .
[3] 朱向彩,栾云才,徐健 . 基于VB及FTA的城市交通评价系统[J]. 山东大学学报(工学版), 2007, 37(4): 89 -92 .
[4] 李新平 代翼飞 胡静. 某岩溶隧道围岩稳定性及涌水量预测的流固耦合分析[J]. 山东大学学报(工学版), 2009, 39(4): 1 -6 .
[5] 张承慧,宁勇,姬鹏 . 一种改进的FCM聚类算法及其在赤潮预测中的应用[J]. 山东大学学报(工学版), 2007, 37(6): 1 -4 .
[6] 周晓林,曾广周 . 一种基于P2P的工作流管理系统设计[J]. 山东大学学报(工学版), 2007, 37(5): 89 -94 .
[7] 徐奴文 唐春安 周济芳 唐烈先 梁正召. 锦屏二级水电站施工排水洞岩爆数值模拟[J]. 山东大学学报(工学版), 2009, 39(4): 134 -139 .
[8] 蒋鹏飞,王震 . 制造商与不同质供应商博弈分析[J]. 山东大学学报(工学版), 2008, 38(2): 117 -119 .
[9] 高宇 杜爱玲 杨艳玲. 磷化液中ZnO对AZ61镁合金磷化膜的影响[J]. 山东大学学报(工学版), 2009, 39(3): 77 -80 .
[10] 张辉 王孟夏 韩学山. 电力系统的超前热定值及其应用探讨[J]. 山东大学学报(工学版), 2008, 38(6): 25 -29 .