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基于无人机的输电线路设备识别方法研究
Alternative TitleResearch of power transmission line equipments recognition method based on UAV
何思远; 刘刚; 王玲; 唐延东
Department机器人学研究室
Source Publication红外与激光工程
ISSN1007-2276
2013
Volume42Issue:7Pages:1940-1944
Indexed ByEI ; CSCD
EI Accession number20133816763224
CSCD IDCSCD:4915348
Contribution Rank1
Funding Organization国家电网公司科技项目(无人飞行器巡检技术研究)
Keyword目标识别 小波特征 Ap聚类 无人机
Abstract利用无人机进行输电线路巡检是近几年国内外研究的热点技术之一,其优点是在无需拉闸断电的情况下,即可对输电线路进行检测,对其故障进行判别。根据输电线路设备的特征,应用图像处理与模式识别技术,提出了一种识别绝缘子、防震锤和输电塔的方法。该方法先采用中值滤波、膨胀和腐蚀等方法对灰度化后的航拍图像进行预处理,然后提取预处理后图像的小波特征值,最后采用AP(Affinity Propagation)聚类方法对目标图像进行分类与识别。实验结果表明,所提出的方法能够有效的识别绝缘子、防震锤和输电塔等目标,具有较好的鲁棒性和准确性。
Other AbstractIn recent years, the use of unmanned aerial vehicle(UAV) for power transmission line detection is a hot technology, and it can detect the transmission line and discriminate the failure without power off. According to the features of power transmission line equipments, a method of equipments recognition based on image processing and pattern recognition was put forward. It preprocessed the aerial images by median filtering, dilating and eroding. Then, wavelet eigenvalues of preprocessed images were calculated. Finally, the objects, such as insulator, vibration damper and transmission tower, were classified and recognized by affinity propagation (AP) clustering algorithm. The results of experiments show that this method can recognize the insulator, vibration damper and transmission tower, and it has better robustness, accuracy and validity.
Language中文
Citation statistics
Cited Times:3[CSCD]   [CSCD Record]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/14039
Collection机器人学研究室
Affiliation1.中国科学院沈阳自动化研究所机器人学国家重点实验室
2.中国科学院大学
3.沈阳工程学院信息工程系
4.辽宁省电力有限公司本溪供电公司
Recommended Citation
GB/T 7714
何思远,刘刚,王玲,等. 基于无人机的输电线路设备识别方法研究[J]. 红外与激光工程,2013,42(7):1940-1944.
APA 何思远,刘刚,王玲,&唐延东.(2013).基于无人机的输电线路设备识别方法研究.红外与激光工程,42(7),1940-1944.
MLA 何思远,et al."基于无人机的输电线路设备识别方法研究".红外与激光工程 42.7(2013):1940-1944.
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