测绘通报 ›› 2026, Vol. 0 ›› Issue (3): 124-129.doi: 10.13474/j.cnki.11-2246.2026.0321

• 技术交流 • 上一篇    下一篇

基于3DGS的多模融合电力走廊三维重建

周超1, 高书涵1, 屠殿韬2, 刘养东2, 刘辉1, 沈浩1, 贾然1, 刘传彬1, 张洋1, 刘嵘1, 申抒含2   

  1. 1. 国网山东省电力公司电力科学研究院, 山东 济南 250003;
    2. 中国科学院自动化研究所, 北京 100190
  • 收稿日期:2025-07-31 发布日期:2026-04-08
  • 通讯作者: 屠殿韬。E-mail:tudiantao2020@ia.ac.cn
  • 作者简介:周超(1989—),男,硕士,高级工程师,主要从事架空输电线路设备技术研究。E-mail:zhouchaozcwin@163.com
  • 基金资助:
    国网山东省电力公司科技项目(52062623S038);国家自然科学基金(62402495)

Multi-modal fusion-based 3D reconstruction of power corridor using 3DGS

ZHOU Chao1, GAO Shuhan1, TU Diantao2, LIU Yangdong2, LIU Hui1, SHEN Hao1, JIA Ran1, LIU Chuanbin1, ZHANG Yang1, LIU Rong1, SHEN Shuhan2   

  1. 1. State Grid Shandong Electric Power Research Institute, Jinan 250003, China;
    2. Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
  • Received:2025-07-31 Published:2026-04-08

摘要: 由于LiDAR存在视野范围小、采样点密度不足等局限,在地面基于LiDAR重建的电力走廊三维点云易出现信息缺失问题。针对这一痛点,本文提出一种基于高斯泼溅的多模态融合重建方法。首先,采用融合视觉与 LiDAR 的SLAM系统,实现传感器位姿的精准估计;然后,初始化三维高斯基元,并通过三维高斯泼溅(3DGS)技术渲染 RGB 图像与深度图;最后,通过优化颜色与深度误差,动态更新高斯基元并生成最终结果。试验结果表明,本文方法能有效弥补LiDAR盲区,并利用图像信息对重建结果进行补全,在模型的完整性和精度上均优于传统方法。本文验证了 3DGS 在多模态三维重建中的有效性,为电力走廊三维重建提供了一种新的有效途径。

关键词: 电力走廊, 三维重建, 多模融合, 三维高斯泼溅

Abstract: Due to the limitations of LiDAR,such as a small field of view and insufficient density of sampling points,the 3D point cloud of power corridors reconstructed on the ground based on LiDAR is prone to information missing.To address this issue,this paper proposes a multi-modal fusion reconstruction method based on Gaussian splatting.Firstly,a SLAM system that fuses vision and LiDAR is adopted to achieve accurate estimation of sensor pose.Secondly,3D Gaussian primitives are initialized,and RGB images and depth maps are rendered through 3D Gaussian splatting (3DGS) technology.Finally,the Gaussian primitives are dynamically updated and the final results are generated by optimizing color and depth errors.Experimental results show that this method can effectively compensate for LiDAR blind areas,complement the reconstruction results using image information,and is superior to traditional methods in both model integrity and accuracy.This paper verifies the effectiveness of 3DGS in multi-modal 3D reconstruction,providing a new and effective approach for 3D reconstruction of power corridors.

Key words: power corridor, 3D reconstruction, multi-modal fusion, 3D Gaussian splatting

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