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單目相機(jī)與激光雷達(dá)點(diǎn)云融合的電力作業(yè)裝備檢測(cè)定位研究

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中圖分類號(hào):TP391.4 文獻(xiàn)標(biāo)志碼:B 文章編號(hào):1671-5276(2025)03-0306-05

Monocular Camera and LiDAR Point Cloud Fusion for Power Operating Tool Detection

ZHAI Shixiong',BAI Yuling1,ZHANG Liming1,HU Yifei1,ZHANG Yuwei1,REN Shunan 2 (1.State Grid Tianjin Electric Power Company,Tianjin 3OoO1O,China; 2.Beijing Guodian Futong Technology Development Co.,Ltd.,Beijing 1OoO7O,China)

Abstract:Forthedetectingand positioningerorsofoperating tolsbyrobots during theprocessofpoweroperation,thispaper proposes a sensor fusion method that integrates monocular camera image and LiDAR point cloud data.ArUco markers on the operating toolaredetected,and theirposesunderthecameracordinatesystemareobtained.Basedonthejointcalibration betwencameraand LiDAR,theposes of marker planes under the LiDAR coordinate system areobtained through coordinate transformation.Withthenormalvectorof theplaneasthebaseline,andthepointcloudsofthemarkerplatesareobtained bythe filteringand clustering algorithm.Andthecharacteristicsof thetwomarkerplatepointcoudsare fusedtocalculatetheposeof theoperating tolundertheLiDARcoordinatesystem.Theexperimentunderoutdorhigh-intensitylightconditionsverifiesthat theproposedmethodcanefectivelyeliminatetheerrorcausedbythecameraintrinsiccallbrationandextrinsiccalibration between camera and LiDAR,accuratelydetect and locate the pose of the power operating tol in robot operation space.

Keywords:3D object detection;multiple sensor fusion;point cloud filter;point cloud cluster;electric robots

0 引言

近年來,隨著人工智能與機(jī)器人技術(shù)的不斷發(fā)展,帶電作業(yè)機(jī)器人的發(fā)展取得了長(zhǎng)足的進(jìn)步,正在逐漸協(xié)助或取代電力工人完成各種配網(wǎng)帶電作業(yè)任務(wù)[1-2]。(剩余7117字)

目錄
monitor