Title :
Experimental Validation of a Driver Steering Model Based on Switching of Driver Specific Primitives
Author :
Flad, Michael ; Trautmann, C. ; Diehm, Gunter ; Hohmann, Soren
Author_Institution :
Inst. of Control Syst., Karlsruhe Inst. of Technol., Karlsruhe, Germany
Abstract :
A model of the driver\´s lateral steering behavior is important for the design of a lateral steering assistance system, which performs the control task in cooperation with the driver. It is believed that humans realize their motions by combining elementary motion blocks - so called "movemes". Based on this theory and in contrast to state of the art driver models, the dynamic steering primitives resulting from the movemes are used as a grey box model of the neuromuscular system of a specific driver. Hence the proposed human inspired lateral steering model consists of a set of movemes and a superimposed switching mechanism. The switching mechanism is modeled using model predictive control and determines the optimal sequence of active movemes with respect to the steering task. In this article an experimental validation of the moveme based driver model using reference data obtained from a driving study is given.
Keywords :
grey systems; human factors; motion control; optimal control; predictive control; road traffic control; steering systems; active movemes; driver cooperation; driver lateral steering behavior; driver models; driver specific primitives; driver steering model; driving study; dynamic steering primitives; elementary motion blocks; grey box model; human inspired lateral steering model; lateral steering assistance system; model predictive control; moveme based driver model; neuromuscular system; optimal sequence; steering task; superimposed switching mechanism; Linear programming; Predictive models; Switches; Trajectory; Vehicles; Wheels; Driver model; driver support; human factors; lateral steering; neuromuscular system; shared control;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.43