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多台二维激光扫描仪的特性描述与校准。

Characterization and calibration of multiple 2D laser scanners.

机构信息

Department of Electronic Engineering, NED University of Engineering and Technology, Karachi, Pakistan.

Department of Computer Science and Technology, Faculty of Science and Engineering, University of Hull, Hull, United Kingdom.

出版信息

PLoS One. 2022 Jul 28;17(7):e0272063. doi: 10.1371/journal.pone.0272063. eCollection 2022.

Abstract

This paper presents the comparative evaluation of multiple compact and lightweight 2D laser scanners for their possible backpack based scanning and mapping applications. These scanners include Hokuyo URG-04LX, Slamtec RPLidar A1-M8 and Hokuyo UTM-30LX-EW scanners. Since the technical datasheets provide general information and limited working details, this research presents a thorough study on the performance of each scanner related explicitly to indoor mapping operations. A series of scanning experiments have been performed for the characterization of each scanner using statistical analysis. During the testing, all the scanning data has been recorded using Robot Operating System (ROS) and then computed in offline processing. In initial tests, each scanner's drift effect on range measurements has been tested and presented in the relevant section of the paper. In continuation, the effect of various scanning distances on measurement accuracy has been evaluated and discussed. Later the impact of various materials typically found in indoor vicinities and their respective properties of color and smoothness have been tested and provided in the paper. Finally, a Kalman Filtering based mathematical formulation has been utilized to calibrate each scanner and to reduce the measuring uncertainties as observed in various tests for each scanner.

摘要

本文对多款紧凑型、轻量化的 2D 激光扫描仪进行了比较评估,以确定它们是否可用于背包式扫描和制图应用。这些扫描仪包括 Hokuyo URG-04LX、Slamtec RPLidar A1-M8 和 Hokuyo UTM-30LX-EW 扫描仪。由于技术数据表仅提供一般信息和有限的工作细节,因此本研究对每个扫描仪的性能进行了深入研究,明确涉及室内制图操作。使用统计分析对每个扫描仪进行了一系列扫描实验,以对其进行特性描述。在测试过程中,使用机器人操作系统 (ROS) 记录所有扫描数据,然后在离线处理中进行计算。在初始测试中,测试了每个扫描仪在距离测量上的漂移效应,并在论文的相关部分进行了介绍。接着,评估和讨论了不同扫描距离对测量精度的影响。之后,测试并提供了室内常见材料及其颜色和光滑度特性对测量的影响。最后,使用基于卡尔曼滤波的数学公式对每个扫描仪进行校准,以降低在每个扫描仪的各种测试中观察到的测量不确定性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe1f/9333273/33ea00b55c84/pone.0272063.g001.jpg

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