Robust Laser Scan Matching in Dynamic Environments

被引：5

作者：

Kim, Hee-Young ^{[1
]}

Lee, Sung-On ^{[2
]}

You, Bum-Jae ^{[2
]}

机构：

[1] Univ Sci & Technol, Hefei, Peoples R China

[2] Korea Adv Inst Sci & Technol, Ctr Cogit Robot Res, Seoul, South Korea

来源：

2009 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO 2009), VOLS 1-4 | 2009年

关键词：

laser scan matching; range sensor; RANSAC; robot pose estimation; localization; map building; REGISTRATION;

D O I：

10.1109/ROBIO.2009.5420872

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

this paper presents a robust laser scan matching algorithm in dynamic environments. Scan matching is thought to be an essential function for mapping and localization of mobile robots. Our method is based on the RANdom Sample and Consensus (RANSAC) algorithm known for its good robust parameter estimation of the model parameters. Different from the existing scan matching methods for mobile robots, we only use the raw data of laser scanning without odometer information to find the transformation between two given laser data sets. Our method does not require any feature extraction and also need not initial estimation to reach global optimum. We demonstrate the practical usability of the proposed approach through Experiment.

引用

页码：2284 / +

页数：2

共 20 条

[1]

[Anonymous], 2001, Robotica, DOI DOI 10.1017/S0263574700223217

[2]

[Anonymous], 1999, IEEE INT C ROB AUT I

[3]

Bengtsson O., 1999, 1999 Third European Workshop on Advanced Mobile Robots (Eurobot'99). Proceedings (Cat. No.99EX355), P169, DOI 10.1109/EURBOT.1999.827637

[4]

Besl Paul J., 1992, IEEE T PATTERN ANAL, V4

[5] RANSAC-based DARCES: A new approach to fast automatic registration of partially overlapping range images [J].

Chen, CS ;

Hung, YP ;

Cheng, JB .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (11) :1229-1234

[6] BLANCHE - AN EXPERIMENT IN GUIDANCE AND NAVIGATION OF AN AUTONOMOUS ROBOT VEHICLE [J].

COX, IJ .

IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1991, 7 (02) :193-204

[7]

Diosi A., 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, P3317

[8] Mobile robot mapping in populated environments [J].

Hähnel, D ;

Schulz, D ;

Burgard, W .

ADVANCED ROBOTICS, 2003, 17 (07) :579-597

[9]

Leonard J. J., 1991, Proceedings IROS '91. IEEE/RSJ International Workshop on Intelligent Robots and Systems '91. Intelligence for Mechanical Systems (Cat. No.91TH0375-6), P1442, DOI 10.1109/IROS.1991.174711

[10]

LU F, 1994, IEEE COMP SOC C COMP

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