Title :
Laser-scanner grid map building based on Dempster-Shafer evidence theory
Author :
Cao, Hongyu ; Sun, Hanxu ; Jia, Qingxuan ; Ye, Ping ; Shi, Chengkun
Author_Institution :
Sch. of Autom., Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
A method of constructing a grid map based on Dempster-Shafer evidence theory (D-S evidence theory) is proposed with respect to the problem of unstructured unknown environment mapping. Mobile robot explores environment with a laser scanner. D-S evidence theory is used to fuse information. The problem that D-S evidence theory can´t be applied to information fusion under certain circumstances and the matter that D-S evidence theory have counter-intuitive behaviors in some cases are discussed. An approximate process algorithm is advanced to avoid above problems. Finally, A two-dimensional grid map is built and a way of evaluating the environment and environment exploration effect is suggested. Simulation result shows that this method is appropriate for unstructured unknown environment mapping.
Keywords :
cartography; inference mechanisms; mobile robots; optical scanners; path planning; uncertainty handling; 2D grid map; Dempster-Shafer evidence theory; approximate process algorithm; counter-intuitive behaviors; information fusion; laser-scanner grid map building; mobile robot; unstructured unknown environment mapping; Automation; Buildings; Fuses; Laser fusion; Laser noise; Laser theory; Mechatronics; Mobile robots; Path planning; Sun; Dempster-Shafter evidence theory; grid map; information fusion; laser scanner; mobile robot;
Conference_Titel :
Mechatronics and Automation, 2009. ICMA 2009. International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4244-2692-8
Electronic_ISBN :
978-1-4244-2693-5
DOI :
10.1109/ICMA.2009.5246030