Title :
Integrating asynchronous observations for mobile robot position tracking in cooperative environments
Author :
Murtra, Andreu Corominas ; Tur, Josep M Mirats ; Sanfeliu, Alberto
Author_Institution :
Inst. de Robot. i Inf. Ind., IRI (UPC-CSIC), Barcelona, Spain
Abstract :
This paper presents an asynchronous particle filter algorithm for mobile robot position tracking, taking into account time considerations when integrating observations being delayed or advanced from the prior estimate time point. The interest of that filter lies in cooperative environments and in fast vehicles. The paper studies the first case, where a sensor network shares perception data with running robots that receive accurate observations with large delays due to acquisition, processing and wireless communications. Promising simulated results comparing a basic particle filter and the proposed one are shown. The paper also investigates a situation where a robot is tracking its position, fusing only odometry and observations from a camera network partially covering the robot path.
Keywords :
mobile robots; particle filtering (numerical methods); tracking; wireless sensor networks; asynchronous observation; asynchronous particle filter; cooperative environment; mobile robot position tracking; perception data; running robots; sensor network; wireless communication; Delay effects; Delay estimation; Mobile robots; Particle filters; Particle tracking; Robot sensing systems; Robot vision systems; Vehicles; Wireless communication; Wireless sensor networks;
Conference_Titel :
Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
Conference_Location :
St. Louis, MO
Print_ISBN :
978-1-4244-3803-7
Electronic_ISBN :
978-1-4244-3804-4
DOI :
10.1109/IROS.2009.5354502