TY - GEN
T1 - Emotion recognition and expression in therapeutic social robot design
AU - Jie, Sun
AU - Zhuo, Daniel Peng
AU - Qinpei, Li
AU - Wong Chern Yuen, Anthony
AU - Yan, Rui
PY - 2014/10/29
Y1 - 2014/10/29
N2 - To improve the healthcare and wellbeing of the elderly population, a therapeutic social robot was designed and its interaction with human was investigated in this research. The focus is to enable the designed robot to understand human's emotion and express emotion through gestures accordingly. To identify human emotion, tactile sensors were utilized and installed on the robot's head to detect users' touch signals, and classify them into four patterns (hit, pat, stroke and unknown). The classification task was performed based on three methods (Localist Attractor Network, Temporal Decision Tree and Naive Bayes Classifier). Exploration of the trade-off between high accuracy and low computing workload was also carried out for all three methods. Four gestures were designed to respond to the four emotion recognition patterns, which can express some basic human emotional statuses such as unhappiness, love, relaxation and confusion.
AB - To improve the healthcare and wellbeing of the elderly population, a therapeutic social robot was designed and its interaction with human was investigated in this research. The focus is to enable the designed robot to understand human's emotion and express emotion through gestures accordingly. To identify human emotion, tactile sensors were utilized and installed on the robot's head to detect users' touch signals, and classify them into four patterns (hit, pat, stroke and unknown). The classification task was performed based on three methods (Localist Attractor Network, Temporal Decision Tree and Naive Bayes Classifier). Exploration of the trade-off between high accuracy and low computing workload was also carried out for all three methods. Four gestures were designed to respond to the four emotion recognition patterns, which can express some basic human emotional statuses such as unhappiness, love, relaxation and confusion.
KW - Classification
KW - Emotion recognition
KW - Social robot
KW - Tactile sensor
KW - Therapeutic robot
UR - http://www.scopus.com/inward/record.url?scp=84914693566&partnerID=8YFLogxK
U2 - 10.1145/2658861.2658921
DO - 10.1145/2658861.2658921
M3 - Conference Proceeding
AN - SCOPUS:84914693566
T3 - HAI 2014 - Proceedings of the 2nd International Conference on Human-Agent Interaction
SP - 197
EP - 200
BT - HAI 2014 - Proceedings of the 2nd International Conference on Human-Agent Interaction
PB - Association for Computing Machinery
T2 - 2nd International Conference on Human-Agent Interaction, HAI 2014
Y2 - 29 October 2014 through 31 October 2014
ER -