TY - GEN
T1 - Behavior prediction for several seconds using human body model and non-contact sensor
AU - Kimura, Yosuke
AU - Mita, Akira
PY - 2019/1/1
Y1 - 2019/1/1
N2 - Based on social background such as aging and diversification of individual's lives, we propose the concept of Biofied building. The Biofied building is a concept that provides a safe, secure and comfortable space for residents by using small robots. The small robots used in the Biofied building sense the human position and motion. However, in the current system it is difficult to prevent accidents such as falls. The robots are not designed not disturb residents. Therefore, in this research, in order to realize more natural space control of the robot, the purpose is to incorporate motion prediction in the system in addition to motion recognition. Many conventional motion prediction methods use RNN (Recurrent Neural Networks), which is considered to be difficult to implement due to the necessity of big data and the large calculation cost. Furthermore, in RNN, it was a problem that physical constraints of the human body were not taken into consideration. Therefore, this study aims to propose a simple motion prediction method using a human body model based on dynamics.
AB - Based on social background such as aging and diversification of individual's lives, we propose the concept of Biofied building. The Biofied building is a concept that provides a safe, secure and comfortable space for residents by using small robots. The small robots used in the Biofied building sense the human position and motion. However, in the current system it is difficult to prevent accidents such as falls. The robots are not designed not disturb residents. Therefore, in this research, in order to realize more natural space control of the robot, the purpose is to incorporate motion prediction in the system in addition to motion recognition. Many conventional motion prediction methods use RNN (Recurrent Neural Networks), which is considered to be difficult to implement due to the necessity of big data and the large calculation cost. Furthermore, in RNN, it was a problem that physical constraints of the human body were not taken into consideration. Therefore, this study aims to propose a simple motion prediction method using a human body model based on dynamics.
KW - Behavior Prediction
KW - Human body model
KW - Living Space
UR - http://www.scopus.com/inward/record.url?scp=85069788116&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85069788116&partnerID=8YFLogxK
U2 - 10.1117/12.2514032
DO - 10.1117/12.2514032
M3 - Conference contribution
AN - SCOPUS:85069788116
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - Bioinspiration, Biomimetics, and Bioreplication IX
A2 - Martin-Palma, Raul J.
A2 - Knez, Mato
A2 - Lakhtakia, Akhlesh
PB - SPIE
T2 - Bioinspiration, Biomimetics, and Bioreplication IX 2019
Y2 - 4 March 2019 through 5 March 2019
ER -