1.西安理工大学电气工程学院,西安 710048
2.国网陕西省电力有限公司超高压公司,西安 710026
3.西安工程大学电子信息学院,西安 710048
刘悦(1992—),女,博士研究生,研究方向为电力视觉,电气设备在线监测与故障诊断。E-mail:yliu@stu.xaut.edu.cn.
黄新波(1975—),男,博士(后),教授,研究方向为电气设备在线监测与故障诊断。E-mail:huangxb1975@163.com。
刘天娇(1999—),女,硕士研究生,研究方向为机器视觉在电力系统的应用。E-mail:1838780899@qq.com。
纸质出版日期:2024-06,
收稿日期:2023-06-05,
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刘悦, 黄新波, 刘天娇. 基于深度学习的架空输电线路绝缘子缺陷检测方法研究综述[J]. 电力电容器与无功补偿, 2024,45(3):167-177.
LIU YUE, HUANG XINBO, LIU TIANJAO. Overview on Defect Detection Methods of Insulator for Overhead Transmission Lines Based on Deep Learning. [J]. Power capacitor & reactive power compensation, 2024, 45(3): 167-177.
刘悦, 黄新波, 刘天娇. 基于深度学习的架空输电线路绝缘子缺陷检测方法研究综述[J]. 电力电容器与无功补偿, 2024,45(3):167-177. DOI: 10.14044/j.1674-1757.pcrpc.2024.03.021.
LIU YUE, HUANG XINBO, LIU TIANJAO. Overview on Defect Detection Methods of Insulator for Overhead Transmission Lines Based on Deep Learning. [J]. Power capacitor & reactive power compensation, 2024, 45(3): 167-177. DOI: 10.14044/j.1674-1757.pcrpc.2024.03.021.
绝缘子是架空输电线路中不可或缺的部件,对其进行定期检修能确保电力的安全传输和电网的安全运行。人工巡检、机器人巡检、载人直升机巡检、无人机巡检等是现有的输电线路巡检方式。目前,我国电力线路运维的主流模式是“无人机巡检为主,人工巡检为辅”。为了安全起见,操作无人机飞行检修高压输电线路时,必须与线路保持一定的安全距离。由于绝缘子在无人机拍摄的输电线路图像背景复杂多变且状态复杂,小目标种类占比较多。故本文针对架空输电线路绝缘子缺陷检测的场景,分析了目标检测算法的常见类型,并比较了不同算法策略的优缺点,结合实际应用对算法进行改进,最后展望绝缘子缺陷检测的研究趋势。
Insulator is indispensable component in high voltage transmission lines. Regular maintenance of insulator can assure safe transmission of power and safe operation of power grid. Manual patrol inspection
robot patrol inspection
manned helicopter patrol inspection and unmanned aerial vehicle patrol inspection are the existing patrol inspection methods of transmission lines. At present
the mainstream mode of operation and maintenance of power line in China is“UAV patrol inspection as the main mode
supplemented by manual patrol inspection”. For the sake of safety
the UAV
in case of inspecting the HV transmission line
must keep a certain safe distance from the transmission lines. Since the image background and the state of the insulator in the transmission line taken by the VAV is various and complex and also there are more types of small targets
the common types of target detection algorithm for the scenario of detection of insulator of transmission line is analyzed in this paper
the pros and cons of different algorithm strategy is compared and the algorithm is improved in combination with actual application. Finally
the research trend for the defect detection of insulator is prospected.
无人机巡检深度学习目标检测算法绝缘子缺陷检测
UAV patrol inspectiondetection algorithm of deep learning targetdefect detection of insulator
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