Lidar-Based Mobile Mapping System for an Indoor Environment

IF 0.6 Q4 ENGINEERING, CIVIL Slovak Journal of Civil Engineering Pub Date : 2022-06-01 DOI:10.2478/sjce-2022-0014
J. Brindza, P. Kajánek, J. Erdélyi
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Abstract

Abstract The article deals with developing and testing a low-cost measuring system for simultaneous localisation and mapping (SLAM) in an indoor environment. The measuring system consists of three orthogonally-placed 2D lidars, a robotic platform with two wheel speed sensors, and an inertial measuring unit (IMU). The paper describes the data processing model used for both the estimation of the trajectory of SLAM and the creation of a 3D model of the environment based on the estimated trajectory of the SLAM. The main problem of SLAM usage is the accumulation of errors caused by the imperfect transformation of two scans into each other. The data processing developed includes an automatic evaluation and correction of the slope of the lidar. Furthermore, during the calculation of the trajectory, a repeatedly traversed area is identified (loop closure), which enables the optimisation of the trajectory determined. The system was tested in the indoor environment of the Faculty of Civil Engineering of the Slovak University of Technology in Bratislava.
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基于激光雷达的室内环境移动测绘系统
摘要:本文讨论了在室内环境下开发和测试一种低成本的同时定位和测绘(SLAM)测量系统。测量系统由三个正交放置的二维激光雷达、一个带有两个轮速传感器的机器人平台和一个惯性测量单元(IMU)组成。本文描述了用于估计SLAM轨迹和基于估计的SLAM轨迹创建环境三维模型的数据处理模型。SLAM使用的主要问题是由于两次扫描之间的不完全转换导致的误差累积。所开发的数据处理包括激光雷达斜率的自动评估和校正。此外,在轨迹计算过程中,识别出一个反复穿越的区域(环路闭合),这使得确定的轨迹优化成为可能。该系统在布拉迪斯拉发斯洛伐克科技大学土木工程学院的室内环境中进行了测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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发文量
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审稿时长
29 weeks
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