Title :
Estimation of next human behavior and its timing for human behavior support
Author :
Doki, Kae ; Hashimoto, Kohjiro ; Doki, Shinji ; Okuma, Shigeru ; Torii, Akihiro
Author_Institution :
Dept. of Mech. Eng., Aichi Inst. of Technol., Toyota, Japan
Abstract :
We have proposed a modeling and recognition method of human behaviors in this research. In the proposed modeling method, we have assumed that a person changes his behavior according to the change of the situation around him, and this concept is expressed by If-Then-Rules, which are called behavior rules. In behavior rules, the change of the situation around a person is described by Hidden Markov Model(HMM) which models multi-dimensional time series sensing data. In this research, a support system for human driving behaviors has been assumed as an example of application of the proposed model. In order to realize the system which shows a driver his next behavior, we propose an estimation method of the next human behavior and the timing of its execution. The usefulness of the proposed method is examined through experimental results of behavior recognition with the constructed system.
Keywords :
behavioural sciences computing; driver information systems; hidden Markov models; behavior rules; hidden Markov model; human behavior modeling method; human behavior support system; multidimensional time series sensing data; Automation; Robots; Estimation of human behaviors; Hidden Markov model; Human behavior modeling; Human support system;
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
DOI :
10.1109/ICARCV.2010.5707301