Noise Reduction Automation of LiDAR Point Clouds for Modeling and Representation of High Voltage Lines in a 3D Virtual Globe

J. Santana, Sebastián Ortega, J. M. Santana, A. Trujillo, J. P. Suárez
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Abstract

Due to the importance of electricity supply, electric companies must inspect their infrastructure in order to guarantee the reliability of the service. In this scenario, many companies use LiDAR technology for modeling the power line corridors and detect possible anomalies and risks. This process is quite expensive in terms of costs and human dependency so, maximizing the automation of the process is critical. In this paper, a method for reducing turbulence-noise in airborne LiDAR point clouds for a posterior visualization of a power line corridor in a virtual 3D-globe is presented. Based on an analysis performed against a set of point clouds that indicates that most noise is composed of a mass which follows the helicopter trajectory, the method attempts to integrate a noise reduction process using the distance between points and the helicopter as cleaning criterion. A comparison between a proposed variation of a classification method using a point cloud manually filtered and the same method variation but integrating the presented noise reduction method is carried out to validate the automation effectiveness. Finally, the resulting model is displayed using a virtual 3D-globe, easing analytical tasks.
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三维虚拟地球中高压线路建模与表示的激光雷达点云降噪自动化
由于电力供应的重要性,电力公司必须检查他们的基础设施,以保证服务的可靠性。在这种情况下,许多公司使用激光雷达技术对电力线走廊进行建模,并检测可能的异常和风险。就成本和人力依赖而言,该过程相当昂贵,因此,最大限度地实现该过程的自动化至关重要。本文提出了一种降低机载激光雷达点云湍流噪声的方法,用于虚拟三维地球中电力线走廊的后向可视化。基于对一组点云进行的分析表明,大多数噪声是由跟随直升机轨迹的质量组成的,该方法试图使用点与直升机之间的距离作为清洁标准来整合降噪过程。为了验证自动化的有效性,将采用人工过滤点云的分类方法与集成降噪方法的分类方法进行了比较。最后,使用虚拟3d球体显示生成的模型,简化分析任务。
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