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基于Jetson-TX2的输电线路设备实时巡检系统
引用本文:基于Jetson-TX的输电线路设备实时巡检系统.基于Jetson-TX2的输电线路设备实时巡检系统[J].山东科学,2021,34(2):81-89.
作者姓名:基于Jetson-TX的输电线路设备实时巡检系统
作者单位:1.国网淄博供电公司,山东 淄博 255022;2.国网智能科技股份有限公司,山东 济南 250002
基金项目:国网山东省电力公司资助科技项目(2020A-108 )
摘    要:针对输电线路及设备巡检效率低的问题,设计了一种基于Jetson-TX2的输电线路设备实时巡检系统。该系统包括基于YOLO v3算法的Jetson-TX2主控模块和云台相机控制模块。Jetson-TX2主控模块通过TensorRT加速库,对YOLO v3算法模型进行优化加速,完成视频流目标实时识别与定位;采用 PID算法控制云台(PTZ)相机,实现设备的高清图像采集。该系统对输电线路设备整体识别准确率达95%,可实现对视频流的实时检测,有效提高输电线路巡检效率。

收稿时间:2020-04-07

Real-time inspection system for transmission line equipmentbased on Jetson-TX2
YANG Xue-Jie,CHEN Wen-Dong,XU Rong-Hao,LI Song-Lin,LI Jian-Ye.Real-time inspection system for transmission line equipmentbased on Jetson-TX2[J].Shandong Science,2021,34(2):81-89.
Authors:YANG Xue-Jie  CHEN Wen-Dong  XU Rong-Hao  LI Song-Lin  LI Jian-Ye
Institution:1. State Grid Zibo Electric Power Company, Zibo 255032,China;2. State Grid Intelligence Technology Co., Ltd., Jinan 250002, China
Abstract:To solve the problem of low efficiency of inspection of transmission line equipment, this paper designs a real-time inspection system for transmission line equipment based on Jetson-TX2. The main control module of Jetson-TX2 based on YOLO v3 and a Pan/Tilt/Zoom(PTZ) camera control module are included in this system. The YOLO v3 algorithm model is accelerated by TensorRT, which is transplanted in Jetson-TX2 to complete the real-time identification and positioning of the device target in the video stream. The PTZ camera is controlled by Jetson-TX2 to realize the high-definition image acquisition of the device through the PID algorithm. The system's overall recognition accuracy for transmission line equipment can reach 95%, which can realize real-time video detection. It can effectively improve the efficiency of transmission line inspection.
Keywords:transmission line maintenance  real-time  video detection  algorithm acceleration  PTZ control  Jetson-TX2  YOLO v3    target position    
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