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配网旁路作业机器人目标位姿估计方法

姚杰 殷洪海 汪大海 李润梓 张茜雯 郭毓

计算机与现代化Issue(9):20-26,7.
计算机与现代化Issue(9):20-26,7.DOI:10.3969/j.issn.1006-2475.2025.09.003

配网旁路作业机器人目标位姿估计方法

Target Pose Estimation Methods for Distribution Network Bypass Operation Robots

姚杰 1殷洪海 1汪大海 1李润梓 2张茜雯 2郭毓2

作者信息

  • 1. 国网江苏省电力有限公司常州供电分公司,江苏 常州 213000
  • 2. 南京理工大学自动化学院,江苏 南京 210094
  • 折叠

摘要

Abstract

To replace humans in bypass operation tasks,robots need the ability to autonomously estimate the pose of target ob-jects in complex work environments.Addressing the problem of real-time pose estimation of targets by bypass operation robots un-der complex backgrounds and varying lighting conditions,this proposes a 6D pose estimation algorithm(RTFT6D)based on im-proved YOLO-6D integrated with Transformer model.The YOLOv8 backbone network is modified to enhance inference speed,and a feature enhancement network incorporating the Transformer model is designed to improve the robustness of pose estimation.The experimental results show that the proposed algorithm surpasses most RGB image-based pose estimation algorithms in accu-racy on the LINEMOD dataset,and it achieves excellent pose estimation performance for bypass operation targets under different lighting conditions.

关键词

配网旁路作业机器人/位姿估计/YOLO-6D/YOLOv8/Transformer

Key words

distribution network bypass operation robot/pose estimation/YOLO-6D/YOLOv8/Transformer

分类

信息技术与安全科学

引用本文复制引用

姚杰,殷洪海,汪大海,李润梓,张茜雯,郭毓..配网旁路作业机器人目标位姿估计方法[J].计算机与现代化,2025,(9):20-26,7.

基金项目

国家电网有限公司科技项目(J2023016) (J2023016)

国家自然科学基金面上项目(61973167) (61973167)

计算机与现代化

1006-2475

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