Title :
Real-Time Doorway Detection and Alignment Determination for Improved Trajectory Generation in Assistive Mobile Robotic Wheelchairs
Author :
Gillham, Michael ; Howells, Gareth ; Spurgeon, Sarah ; Kelly, Stephen ; Pepper, Matthew
Author_Institution :
Sch. of Eng. & Digital Arts, Univ. of Kent, Canterbury, UK
Abstract :
Powered wheelchair users may find operation in enclosed environments such as buildings difficult, a fundamental problem exists: wheelchairs are not much narrower than the doorway they wish to pass through. The ability to detect and pass through doorways represents a major current challenge for automated guided wheelchairs. We utilize a simple doorway pattern recognition technique for fast processing in a real-time system for robotic wheelchair users. We are able to show a 96% detection and identification of 5 individual doorways and an 86% recognition rate of 22 separate approach angles and translations. We conclude that pattern recognition using features obtained from simple constrained infrared ranging sensor data binning can be utilized for fast identification of doorways, and important coarse position and approach angle determination, suitable for real-time trajectory adjustment, representing a significant enhancement in this area.
Keywords :
medical robotics; pattern recognition; real-time systems; wheelchairs; angle alignment determination approach; assistive mobile robotic wheelchairs; automated guided wheelchairs; constrained infrared ranging sensor data binning; doorway pattern recognition technique; fast doorway identification; improved trajectory generation; powered wheelchair; real-time doorway detection; real-time system; real-time trajectory adjustment; Mobile robots; Pattern recognition; Real-time systems; Robot sensing systems; Trajectory; Wheelchairs; assistive system; door passing; doorway approach angle; pattern recognition; real-time; robotic wheelchair;
Conference_Titel :
Emerging Security Technologies (EST), 2013 Fourth International Conference on
Conference_Location :
Cambridge
DOI :
10.1109/EST.2013.18