Title :
User directional intention identification for a walking support walker: Adaptation to individual differences with fuzzy learning
Author :
Yinlai Jiang ; Shuoyu Wang ; Ishida, K. ; Kobayashi, Yoshiyuki ; Fujie, Masakatsu G.
Author_Institution :
Sch. of Syst. Eng., Kochi Univ. of Technol., Kochi, Japan
Abstract :
Safety is required as well as usability when developing a human robot interface for a disabled user. We are developing an omni-directional walker (ODW) to support indoor movement for those who have walking disabilities. A novel method is proposed to recognize a user´s directional intention according to his/her forearm pressures to the ODW, which are measured by sensors embedded in the ODW´s armrest. Fuzzy rules are extracted from the relationship between forearm pressure and directional intention and an algorithm is proposed for directional intention identification based on distance-type fuzzy reasoning method (DTFRM). Furthermore, fuzzy learning is introduced to adapt to the individual difference in forearm pressures. The experiment results show that the reasoning results of the proposed method are consistent with the intended directions, and that fuzzy learning can reduce the reasoning errors caused by individual difference.
Keywords :
fuzzy reasoning; fuzzy set theory; handicapped aids; human-robot interaction; identification; indoor environment; learning (artificial intelligence); medical robotics; sensors; DTFRM; ODW armrest; disabled user; distance-type fuzzy reasoning method; forearm pressure; fuzzy learning; fuzzy rule extraction; human robot interface; indoor movement; omnidirectional walker; reasoning errors; user directional intention; user directional intention identification; walking disabilities; walking support walker; directional intention; disance-type fuzzy reasoning; fuzzy learning; human robot interface; omnidirectional;
Conference_Titel :
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4673-2742-8
DOI :
10.1109/SCIS-ISIS.2012.6505238