Title :
Visibility analysis for autonomous vehicle comfortable navigation
Author :
Morales, Yaileth ; Even, J. ; Kallakuri, Nagasrikanth ; Ikeda, Takashi ; Shinozawa, Kazuhiko ; Kondo, Toshiaki ; Hagita, Norihiro
Author_Institution :
Intell. Robot. & Commun. Labs., Adv. Telecommun. Res. Inst. Int., Kyoto, Japan
fDate :
May 31 2014-June 7 2014
Abstract :
This work introduces a 3D visibility model for comfortable autonomous vehicles. The model computes a visibility index based on the pose of the wheelchair within the environment. We correlate this index with human navigational comfort (discomfort) and we discuss the importance of modeling visibility to improve human riding comfort. The proposed approach models the 3D visual field of view combined with a two-layered environmental representation. The field of view is modeled with information from the pose of the robot, a 3D laser sensor and a two-layered environmental representation composed of a 3D geometric map with traversale area information. Human navigational discomfort was extracted from participants riding the autonomous wheelchair. Results show that there is fair correlation between poor visibility locations (e.g., blind corners) and human discomfort. The approach can model places with identical traversable characteristics but different visibility and it differentiates visibility characteristics according to traveling direction.
Keywords :
ergonomics; mobile robots; optical sensors; pose estimation; robot vision; wheelchairs; 3D geometric map; 3D laser sensor; 3D visibility model; 3D visual view field; autonomous vehicle comfortable navigation; autonomous wheelchair; human navigational comfort; human riding comfort; navigational discomfort; robot pose; traversable characteristics; two-layered environmental representation; visibility analysis; visibility index; Indexes; Mobile robots; Navigation; Robot sensing systems; Three-dimensional displays; Wheelchairs;
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/ICRA.2014.6907162