TY - JOUR
T1 - Automatic building Robot Technology ontology based on basic-level knowledge
AU - Ngo, Trung Lam
AU - Lee, Haeyeon
AU - Mizukawa, Makoto
PY - 2011/8
Y1 - 2011/8
N2 - When robot comes to our daily life, sharing knowledge is a key factor to realize the symbiosis between human and robot. In previous research, Robot Technology (RT) ontology was proposed as a knowledge base to help robot understands human's intention in daily activities. However, the method to build that ontology was not discussed. This paper presents our approach to build RT ontology based on basic-level knowledge. We proposed a new structure for RT ontology with Where, What, and How layers based on 4W1H. As for input data, we used educational books and MIT's ConceptNet. Our method is able to build RT ontology automatically by extracting objects and human activities from these data sources. We also implemented a weighting mechanism for the new ontology. Result shows that our method achieved better accuracy than conventional approach using Internet data.
AB - When robot comes to our daily life, sharing knowledge is a key factor to realize the symbiosis between human and robot. In previous research, Robot Technology (RT) ontology was proposed as a knowledge base to help robot understands human's intention in daily activities. However, the method to build that ontology was not discussed. This paper presents our approach to build RT ontology based on basic-level knowledge. We proposed a new structure for RT ontology with Where, What, and How layers based on 4W1H. As for input data, we used educational books and MIT's ConceptNet. Our method is able to build RT ontology automatically by extracting objects and human activities from these data sources. We also implemented a weighting mechanism for the new ontology. Result shows that our method achieved better accuracy than conventional approach using Internet data.
KW - Basic level knowledge
KW - Common sense
KW - Human robot interface
KW - RT ontology
UR - http://www.scopus.com/inward/record.url?scp=84863037068&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84863037068&partnerID=8YFLogxK
U2 - 10.20965/jrm.2011.p0515
DO - 10.20965/jrm.2011.p0515
M3 - Article
AN - SCOPUS:84863037068
SN - 0915-3942
VL - 23
SP - 515
EP - 522
JO - Journal of Robotics and Mechatronics
JF - Journal of Robotics and Mechatronics
IS - 4
ER -