Infrared Thermal Image Detection of Faulty Insulators in Distribution Lines Based on Multi-scale Template Matching
-
摘要: 瓷绝缘子在配电线路中应用广泛,受长期机电应力与户外恶劣环境影响,在运行中易发生劣化。红外热像法是一种重要的劣化绝缘子带电检测方法,具有检测方便、安全高效和非接触式的优点,已成为线路巡检的重要手段,但劣化绝缘子热像特征不明显,肉眼识别易出现误判。为此,本文首先对配电线路瓷绝缘子进行温度场仿真分析,然后提出了一种劣化绝缘子红外热像检测方法,采用多尺度模板匹配算法定位识别绝缘子,获取绝缘子红外图像中的坐标参数,并对其进行分割提取,通过最小二乘线性拟合提取绝缘子表面温度。结合相关标准与仿真分析结果,通过同类比较判断法对比多个绝缘子温度状态的差异,实现劣化绝缘子检测。Abstract: Porcelain insulators are widely used in power distribution lines, but they are susceptible to degradation during operation owing to long-term electromechanical stress and harsh outdoor environments. Infrared thermal imaging is an important live insulator degradation detection method. It has the advantages of convenient detection, safety, high efficiency, and non-contact operation. It has become an important method in power inspection. However, the thermal image characteristics of faulty insulators are not evident and cannot be recognized directly by the naked eye. Therefore, in this study, we first conduct a temperature field simulation analysis of porcelain insulators in distribution lines and then propose an infrared thermal image detection method for faulty insulators. A multi-scale template matching algorithm is used to locate and identify the insulators. The coordinate parameters of the insulator in the infrared image are obtained, the insulator is segmented and extracted by multi-scale template matching, and the temperature of the insulator is extracted by least-square linear fitting. Combined with the relevant standards and simulation analysis results, the differences in the temperature states among multiple insulators were compared using a similar comparison judgment method to detect faulty insulators.
-
-
表 1 材料属性
Table 1 Material parameters
Property Heat conductivity
/[W(m2·K)-1]Specific heat capacity
/[J(kg·℃)-1]Cap 1.22 816 Cement 2 80 Pin 4.5 465 Wire Aluminum 170 881 Steel 43 470 Insulation 0.4 800-1200 表 2 仿真结果
Table 2 The simulation results
Maximum temperature Global Insulator Normal insulator 33.4℃ 31.3℃ Low resistance insulator 33.4℃ 32.4℃ Zero resistance insulator 31.2℃ 29.7℃ 表 3 灰度值以及与其对应的温度
Table 3 Gray value and its corresponding temperature
Gray Value (x) 27 39 51 60 66 75 81 90 96 105 112 120 Temperature (y)/℃ 1 2 3 4 5 6 7 8 9 10 11 12 Gray Value (x) 132 141 150 159 165 177 186 195 207 219 225 235 Temperature (y)/℃ 13 14 15 16 17 18 19 20 21 22 23 24 表 4 P-10型绝缘子红外热像的温度提取结果
Table 4 Temperature extraction results of P-10 insulator infrared thermal image
Sequence number Original images Frequency maximum gray value Actual temperature /℃ 1 a.jpg 215 22.1556 2 b.jpg 216 22.2688 3 c.jpg 214 22.0424 4 d.jpg 215 22.1556 5 e.jpg 221 22.8347 6 f.jpg 206 21.1368 7 g.jpg 216 22.2688 8 h.jpg 221 22.8347 表 5 PS-15型绝缘子红外热像的温度提取结果
Table 5 Temperature extraction results of PS-15 insulator infrared thermal image
Sequence number Original images Frequency maximum gray value Actual temperature /℃ 1 i.jpg 217 22.3820 2 j.jpg 224 23.1744 3 k.jpg 215 22.1556 4 l.jpg 216 22.2688 -
[1] 王羽, 文习山, 蓝磊, 等. 提高架空配电线路耐雷水平的仿真分析[J]. 高电压技术, 2011, 37(10): 2471-2476. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ201110022.htm WANG Yu, WEN Xishan, LAN Lei, et al. Simulation analysis on improving lightning withstanding level of overhead distribution lines[J]. High Voltage Engineering, 2011, 37(10): 2471-2476. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ201110022.htm
[2] 邱志斌, 阮江军, 黄道春, 等. 输电线路悬式瓷绝缘子老化形式分析与试验研究[J]. 高电压技术, 2016, 42(4): 1259-1267. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ201604027.htm QIU Zhibin, RUAN Jiangjun, HUANG Daochun, et al. Study on aging modes and test of transmission line porcelain suspension insulators[J]. High Voltage Engineering, 2016, 42(4): 1259-1267. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ201604027.htm
[3] 汪小丁. 10 kV配电线路防雷分析与海宁地区防雷讨论[J]. 农村电气化, 2022(7): 24-26. https://www.cnki.com.cn/Article/CJFDTOTAL-NCDH202311002.htm WANG Xiaoding. Analysis and discussion on lightning protection of 10 kV distribution line[J]. Rural Electrification, 2022, (7): 24-26. https://www.cnki.com.cn/Article/CJFDTOTAL-NCDH202311002.htm
[4] 国家能源局. 输变电设备状态检修试验规程: DL/T 393-2010 [S]. 北京: 中国电力出版社, 2010. National Energy Administration. Regulations of Condition-based Maintenance & Test for Electric Equipment: DL/T 393-2010[S]. Beijing: China Electric Power Press, 2010.
[5] 国家能源局. 劣化悬式绝缘子检测规程: DL/T 626-2015 [S]. 北京: 中国电力出版社, 2015. National Energy Administration. Aging suspension insulators inspection rule: DL/T 626-2015[S]. Beijing: China Electric Power Press, 2015.
[6] 王力农, 简思亮, 宋斌, 等. 基于电场分布测量法的输电线路劣化绝缘子检测研究[J]. 电瓷避雷器, 2019(4): 199-205. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201904034.htm WANG Linong, JIAN Siliang, SONG Bin, et al. Research on the detection of faulty insulator in transmission line based on electric field distribution measurement[J]. Insulators and Surge Arresters, 2019(4): 199-205. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201904034.htm
[7] 卢航, 姚建刚, 付鹏. 基于总体最小二乘的Shearlet自适应零值绝缘子红外图像去噪[J]. 红外技术, 2015, 37(10): 842-846. http://hwjs.nvir.cn/article/id/hwjs201510007 LU Hang, YAO Jiangang, FU Peng, et al. Faulty insulators infrared thermal image adaptive denoising based on total least squares estimation and Shearlet transform[J]. Infrared Technology, 2015, 37(10): 842-846. http://hwjs.nvir.cn/article/id/hwjs201510007
[8] 程洋, 夏令志, 李志飞, 等. 基于红外成像法的零值瓷绝缘子检测[J]. 绝缘材料, 2019, 52(3): 74-79. https://www.cnki.com.cn/Article/CJFDTOTAL-JYCT201903014.htm CHENG Yang, XIA Lingzhi, LI Zhifei, et al. Detection of faulty porcelain insulator based on infrared imaging method[J]. Insulating Materials, 2019, 52(3): 74-79. https://www.cnki.com.cn/Article/CJFDTOTAL-JYCT201903014.htm
[9] 张美金, 屈秋帛. 基于GWO-SVM的红外热成像低零值绝缘子识别[J]. 红外技术, 2021, 43(4): 397-402. http://hwjs.nvir.cn/article/id/2e60cc20-25fd-4344-8e38-ff3768e03fa2 ZHANG Meijin, QU Qiubo. Infrared thermography low-zero insulator identification based on GWO-SVM[J]. Infrared Technology, 2021, 43(4): 397-402. http://hwjs.nvir.cn/article/id/2e60cc20-25fd-4344-8e38-ff3768e03fa2
[10] 王胜辉, 姜婷玥, 李伟, 等. 零值绝缘子串红外和紫外成像特性试验及耦合场仿真研究[J]. 高压电器, 2021, 57(12): 1-9. https://www.cnki.com.cn/Article/CJFDTOTAL-GYDQ202112001.htm WANG Shenghui, JIANG Tingyue, LI Wei, et al. Study on infrared and UV imaging characteristics test and coupling field simulation of zero-value insulator strings[J]. High Voltage Apparatus, 2021, 57(12): 1-9. https://www.cnki.com.cn/Article/CJFDTOTAL-GYDQ202112001.htm
[11] 王海涛, 郑雷, 李健, 等. 500 kV瓷绝缘子串的分体式低/零值检测机器人优化设计与实测[J]. 高电压技术, 2020, 46(9): 3035-3043. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ202302015.htm WANG Haitao, ZHENG Lei, LI Jian, et al. Optimization design and measurement test of a split low/zero insulator detection robot for 500 kV porcelain insulator strings[J]. High Voltage Engineering, 2020, 46(9): 3035-3043. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ202302015.htm
[12] 彭向阳, 梁福逊, 钱金菊, 等. 基于机载红外影像纹理特征的输电线路绝缘子自动定位[J]. 高电压技术, 2019, 45(3): 922-928. PENG Xiangyang, LIANG Fuxun, QIAN Jinju, et al. Automatic recognition of insulator from UAV infrared image based on periodic textural feature[J]. High Voltage Engineering, 2019, 45(3): 922-928.
[13] 张也, 彭子健, 付强, 等. 环境湿度对瓷质绝缘子串电压分布及红外热像检测的影响分析[J]. 电网技术, 2018, 42(4): 1342-1349. https://www.cnki.com.cn/Article/CJFDTOTAL-DWJS201804043.htm ZHANG Ye, PENG Zijian, FU Qiang, et al. Analysis of environment humidity influence on voltage distribution and infrared thermal image detection of porcelain insulator strings[J]. Power System Technology, 2018, 42(4): 1342-1349. https://www.cnki.com.cn/Article/CJFDTOTAL-DWJS201804043.htm
[14] 张晓春, 欧阳广泽, 何洪英, 等. 基于红外图像匹配的零值绝缘子检测[J]. 电测与仪表, 2019, 56(6): 100-105. https://www.cnki.com.cn/Article/CJFDTOTAL-DCYQ201906018.htm ZHANG Xiaochun, OUYANG Guangze, HE Hongying, et al. Zero -insulator detection based on infrared images matching[J]. Electrical Measurement & Instrumentation, 2019, 56(6): 100-105. https://www.cnki.com.cn/Article/CJFDTOTAL-DCYQ201906018.htm
[15] 李唐兵, 陈国锋, 饶斌斌, 等. 一种改进的劣化盘形悬式瓷绝缘子红外热像诊断方法[J]. 电瓷避雷器, 2014(6): 8-13. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201406002.htm LI Tangbing, CHEN Guofeng, RAO Binbin. A improved method of detecting deterioration insulator based on infrared thermal image[J]. Insulators and Surge Arresters, 2014(6): 8-13. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201406002.htm
[16] 国家能源局. 带电设备红外诊断应用规范: DL/T 664-2016 [S]. 北京: 中国电力出版社, 2016. National Energy Administration. Application rules of infrared diagnosis for live electric equipment: DL/T 664-2016 [S]. Beijing: China Electric Power Press, 2016.
[17] 刘鹏. 基于红外和紫外成像法的零值绝缘子发热与放电特性研究[D]. 北京: 华北电力大学, 2016. LIU Peng. Study on Zero Value Insulator Heating and Discharge Characteristic Based on the Infrared and Ultraviolet Imaging Method [D]. Beijing: North China Electric Power University, 2016.
[18] 莫运德, 马谦. 陶瓷材料导热率及其影响因素的探讨[J]. 中国陶瓷, 1983(3): 14-17. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGTC198304004.htm MO Yunde, MA Qian. Discussion on thermal conductivity of ceramic materials and its influencing factors[J]. China Ceramics, 1983(3): 14-17. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGTC198304004.htm
[19] 张俊双, 郑重, 钱文晓, 等. 计及多因素影响的直流电弧对瓷绝缘子热效应仿真分析[J]. 电瓷避雷器, 2016(2): 18-23. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201602004.htm ZHANG Junshuang, ZHENG Zhong, QIAN Wenxiao, et al. The simulation analysis of DC arc thermal effect on porcelain insulators considering multiple factors[J]. Insulators and Surge Arresters, 2016(2): 18-23. https://www.cnki.com.cn/Article/CJFDTOTAL-DCPQ201602004.htm
[20] 徐鑫, 方春华, 智李, 等. 连续激光作用下瓷质绝缘子温度和热应力分析[J]. 光电子激光, 2021, 32(1): 78-87. https://www.cnki.com.cn/Article/CJFDTOTAL-GDZJ202101012.htm XU Xin, FANG Chunhua, ZHI Li, et al. Analysis of temperature and thermal stress of porcelain insulator under continuous laser irradiation[J]. Journal of Optoelectronics·Laser, 2021, 32(1): 78-87. https://www.cnki.com.cn/Article/CJFDTOTAL-GDZJ202101012.htm
[21] 王畇浩. 基于可见光与红外航拍图像的输电线路绝缘子多故障检测研究[D]. 成都: 电子科技大学, 2019. WANG Yunhao. Research on Multi-fault Detection of Transmission Line Insulators Based on Visible and Infrared Aerial Images[D]. Chengdu: University of Electronic Science and Technology of China, 2019.
[22] HUANG S, TANG C, XU M, et al. BM3D-based total variation algorithm for speckle removal with structure-preserving in OCT ima ges[J]. Applied Optics, 2019, 58(23): 6233-6243.
[23] 刘飞飞, 马礼然. 快速模板匹配算法在口罩耳绳检测中的应用[J]. 传感器与微系统, 2022, 41(1): 157-160. https://www.cnki.com.cn/Article/CJFDTOTAL-CGQJ202201041.htm LIU Feifei, MA Liran. Application of fast template matching algorithm in mask ear band detection[J]. Transducer and Microsystem Technologies, 2022, 41(1): 157-160. https://www.cnki.com.cn/Article/CJFDTOTAL-CGQJ202201041.htm
[24] 卞艳, 宫雨生, 马国鹏, 等. 基于无人机遥感影像的水体提取方法[J]. 浙江大学学报: 工学版, 2022, 56(4): 764-774. https://www.cnki.com.cn/Article/CJFDTOTAL-ZDZC202204016.htm BIAN Yan, GONG Yusheng, MA Guopeng. Water extraction from unmanned aerial vehicle remote sensing images[J]. Journal of Zhejiang University : Engineering Science, 2022, 56(4): 764-774. https://www.cnki.com.cn/Article/CJFDTOTAL-ZDZC202204016.htm
[25] 张俊, 关胜晓. 基于改进的最大后验概率矢量量化和最小二乘支持向量机集成算法[J]. 计算机应用, 2015, 35(7): 2101-2104. https://www.cnki.com.cn/Article/CJFDTOTAL-JSJY201507060.htm ZHANG Jun, GUAN Shengxiao. Integration algorithm of improved maximum a posteriori probability vector quantization and least squares support vector machine[J]. Journal of Computer Applications, 2015, 35(7): 2101-2104. https://www.cnki.com.cn/Article/CJFDTOTAL-JSJY201507060.htm
[26] Otsu N. A threshold selection method from gray-level histograms[J]. IEEE Transactions on Systems on Man and Cybernetics, 1979, 9(1): 62-66.
[27] 聂茜茜, 肖斌, 毕秀丽, 等. 基于超像素级卷积神经网络的多聚焦图像融合算法[J]. 电子与信息学报, 2021, 43(4): 965-973. https://www.cnki.com.cn/Article/CJFDTOTAL-DZYX202104011.htm NIE Qianqian, XIAO Bin, BI Xiuli, et al. Multi-focus image fusion algorithm based on super pixel level convolutional neural network[J]. Journal of Electronics & Information Technology, 2021, 43(4): 965-973. https://www.cnki.com.cn/Article/CJFDTOTAL-DZYX202104011.htm
-
期刊类型引用(3)
1. 张慧,韩新宁,韩惠丽,常莉红. 基于引导滤波二尺度分解的红外与可见光图像融合. 红外技术. 2023(12): 1216-1222 . 本站查看
2. 杨磊,李爱华,李宜平,黄刚,李金哲,伍煌彬. 输配电线路零值绝缘子红外检测技术研究. 电工技术. 2022(13): 79-82 . 百度学术
3. 潘翀,沈鹏飞,张忠,王博,朱如桂,张颖. 基于无人机巡检图像的绝缘子串实时定位研究. 电瓷避雷器. 2020(01): 234-240 . 百度学术
其他类型引用(5)