Title :
Multi-robot cooperative sensing and localization
Author :
Song, Kai-Tai ; Tsai, Chi-Yi ; Huang, Cheng-Hsien Chiu
Author_Institution :
Dept. of Electr. & Control Eng., Nat. Chiao Tung Univ., Hsinchu
Abstract :
This paper presents a novel method for mobile robot localization based on multi-robot cooperative sensing. A multi-robot cooperative localization scheme is proposed using visual detection and sensor data fusion. The visual detection system employs a stereo vision module for both observing other robots and obtaining environmental information. Each mobile robot is able to recognize its teammates by using the vision system. The localization error is reduced through the proposed sensor fusion algorithm. The cooperative localization algorithm consists of two stages: serial fusion and parallel fusion. Serial fusion aims to identify the positional uncertainty of an observed robot while parallel fusion reduces its positional error based on Kalman filtering. The multi-robot cooperative localization system has been realized through the server-client architecture. Experimental results are presented to validate the effectiveness of the proposed algorithms.
Keywords :
Kalman filters; mobile robots; multi-robot systems; object detection; position control; robot vision; sensor fusion; stereo image processing; Kalman filtering; environmental information; localization error; mobile robot localization; multirobot cooperative sensing; parallel fusion; positional error; positional uncertainty; sensor data fusion; serial fusion; server-client architecture; stereo vision; visual detection; Filtering; Kalman filters; Machine vision; Mobile robots; Parallel robots; Robot sensing systems; Robot vision systems; Sensor fusion; Stereo vision; Uncertainty; Kalman filtering; Multi-robot system; cooperative localization; mobile robot localization; sensor data fusion;
Conference_Titel :
Automation and Logistics, 2008. ICAL 2008. IEEE International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-2502-0
Electronic_ISBN :
978-1-4244-2503-7
DOI :
10.1109/ICAL.2008.4636190