DocumentCode
2639058
Title
Hybrid system modeling of human driver in the vehicle following task
Author
Akita, Toshikazu ; Inagaki, Shinkichi ; Suzuki, Tatsuya ; Hayakawa, Soichiro ; Tsuchida, Nuio
Author_Institution
Nagoya Univ., Nagoya
fYear
2007
fDate
17-20 Sept. 2007
Firstpage
1122
Lastpage
1127
Abstract
This paper presents the development of the modeling of human driving behavior based on an expression as a hybrid dynamical system (HDS). In our modeling, the relationship between the measured sensory information and the output of the driver are expressed by the piecewise ARX (PWARX) model. As one of the sensory input, time derivative of the area of the back of the preceding vehicle (called KdB) are considered. By introducing the PWARX model, it becomes possible to find not only parameters appearing in the motion in each mode but also parameters in the logical switching (decision making) conditions among them from the measured driving data. From the obtained results, it is found that the driver appropriately switches some "control laws" according to the sensory information, in particular, the KdB plays an important role in the decision making, i.e., the switching between modes
Keywords
behavioural sciences; decision making; road vehicles; decision making; human driver; hybrid dynamical system; hybrid system modeling; logical switching conditions; piecewise ARX model; sensory information; vehicle following task; Control systems; Decision making; Hidden Markov models; Humans; Modeling; Neural networks; Switches; Vehicle driving; Vehicle safety; Vehicles; Analysis of Driving Behavior; Hybrid Dynamical System; Modeling; Vehicle following task;
fLanguage
English
Publisher
ieee
Conference_Titel
SICE, 2007 Annual Conference
Conference_Location
Takamatsu
Print_ISBN
978-4-907764-27-2
Electronic_ISBN
978-4-907764-27-2
Type
conf
DOI
10.1109/SICE.2007.4421153
Filename
4421153
Link To Document