Detection model in collaborative multi-robot Monte Carlo localization.

被引:0
作者
Barea, R. [1 ]
Lopez, E. [1 ]
Bergasa, L. M. [1 ]
Alvarez, S. [1 ]
Ocana, M. [1 ]
机构
[1] Univ Alcala de Henares, Dept Elect, Alcala De Henares 99775, Spain
来源
DIS 2006: IEEE WORKSHOP ON DISTRIBUTED INTELLIGENT SYSTEMS: COLLECTIVE INTELLIGENCE AND ITS APPLICATIONS, PROCEEDINGS | 2006年
关键词
mobile robots; collaborative multi-robot localization; Monte Carlo localization; assistant robots;
D O I
暂无
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 an algorithm for collaborative mobile robot localization based on probabilistic methods (Monte Carlo localization) used in assistant robots. When a root detects another in the same environment, a probabilistic method is used to synchronize each robot's belief. As a result, the robots localize themselves faster and maintain higher accuracy. The technique has been implemented and tested using a virtual environment capable to simulate several robots and using two real mobile robots equipped with cameras and laser range-finders for detecting other robots. The result obtained in simulation and with real robots show improvements in localization speed and accuracy when compared to conventional single-robot localization.
引用
收藏
页码:49 / +
页数:2
相关论文
共 9 条
[1]  
BAREA R, 2004, 10 IEEE INT C METH M
[2]  
Borenstein J., 1996, NAVIGATING MOBILE RO
[3]  
BURGARD W, 1998, P IEEE RSJ INT C INT
[4]   MODELING A DYNAMIC ENVIRONMENT USING A BAYESIAN MULTIPLE HYPOTHESIS APPROACH [J].
COX, IJ ;
LEONARD, JJ .
ARTIFICIAL INTELLIGENCE, 1994, 66 (02) :311-344
[5]   Markov localization for mobile robots in dynamic environments [J].
Fox, D ;
Burgard, W ;
Thrun, S .
JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 1999, 11 :391-427
[6]   Active Markov localization for mobile robots [J].
Fox, D ;
Burgard, W ;
Thrun, S .
ROBOTICS AND AUTONOMOUS SYSTEMS, 1998, 25 (3-4) :195-207
[7]  
FOX D, 2000, SPECIAL ISSUE AUTONO, V8
[8]   A navigation system for assistant robots using visually augmented POMDPs [J].
López, ME ;
Bergasa, LM ;
Barea, R ;
Escudero, MS .
AUTONOMOUS ROBOTS, 2005, 19 (01) :67-87
[9]   Robust Monte Carlo localization for mobile robots [J].
Thrun, S ;
Fox, D ;
Burgard, W ;
Dellaert, F .
ARTIFICIAL INTELLIGENCE, 2001, 128 (1-2) :99-141