Development of a driver model to study the effects of real-world driver behaviour on the fuel consumption

The real-world fuel economy of vehicles is becoming increasingly important to manufacturers and customers. One of the major influences in this is driver behaviour, but it is difficult to study in a controlled and repeatable manner. An assessment of driver models for studying real-world driver behaviour has been carried out. It has been found that none of the currently existing driver models has sufficient fidelity for studying the effects of real-world driver behaviour on the fuel economy of the individual vehicle. A decision-making process has been proposed which allows a driver model with a range of driving tasks to be developed. This paper reports the initial results of a driver model as applied to the conceptually straightforward scenario of high-speed cruising. Data for the driver model have been obtained through real-world data logging. It has been shown that the simulation driver model can provide a good representation of real-world driving behaviour in terms of the vehicle speed, and this is compared with a number of logged driver speed traces. A comparison of the modelled fuel economy for logged and driver model real-world drivers shows good agreement.

[1]  Uwe Kiencke,et al.  Modeling and performance analysis of a hybrid driver model , 1998 .

[2]  Gerald J.S. Wilde,et al.  Risk perception, risk taking, accident involvement and the need for stimulation , 1996 .

[3]  Mascha C. van der Voort,et al.  A prototype fuel-efficiency support tool , 2001 .

[4]  Nick Reed,et al.  The effect of text messaging on driver behaviour: a simulator study , 2008 .

[5]  J Laird,et al.  EDINBURGH CITY CENTRE: A MICROSIMULATION CASE-STUDY , 1999 .

[6]  Thomas F. Golob,et al.  Structural Equation Modeling For Travel Behavior Research , 2001 .

[7]  Kazuyuki Kobayashi,et al.  IMPLEMENTATION OF HUMAN-LIKE DRIVING FOR AUTONOMOUS VEHICLE , 2001 .

[8]  I B Laker,et al.  RESEARCH ON FUEL CONSERVATION FOR CARS , 1980 .

[9]  Francesco Filippi,et al.  A new method for collecting vehicle behaviour in daily use for energy and environmental analysis , 2006 .

[10]  Christopher L. Barrett,et al.  Using Microsimulation Feedback For Trip Adaptation For Realistic Traffic In Dallas , 1997, adap-org/9706002.

[11]  Hesham Rakha,et al.  Comparison and calibration of FRESIM and INTEGRATION steady-state car-following behavior , 2003 .

[12]  Robert B. Noland,et al.  Flow improvements and vehicle emissions: effects of trip generation and emission control technology , 2006 .

[13]  Y. Lin,et al.  An Experimental Study on Physiological Parameters Toward Driver Emotion Recognition , 2007, HCI.

[14]  Matthew Barth,et al.  Development of a Comprehensive Modal Emissions Model , 2000 .

[15]  A R Perry,et al.  Further Evidence of Associations of Type a Personality Scores and Driving-Related Attitudes and Behaviors , 2000, Perceptual and motor skills.

[16]  Timothy Gordon,et al.  An automated driver based on convergent vector fields , 2002 .

[17]  Ronghui Liu THE DRACULA DYNAMIC TRAFFIC NETWORK MICROSIMULATION MODEL , 2005 .

[18]  Rob Nash,et al.  Generic Integrated Systems Modelling for Low Carbon, Zero Emission and Concept, Whole Vehicle, Simulation , 2008 .

[19]  Leonard Evans Driver Behavior Effects on Fuel Consumption in Urban Driving , 1979 .

[20]  Erik Hollnagel,et al.  Joint Cognitive Systems: Foundations of Cognitive Systems Engineering , 2005 .

[21]  D Van Vliet,et al.  SATURN - A MODERN ASSIGNMENT MODEL , 1982 .

[22]  Robert B. Noland,et al.  Induced Travel and Emissions from Traffic Flow Improvement Projects , 2003 .

[23]  S. Ertugrul,et al.  Intelligent Modeling of Human Driver: A Survey , 2007, 2007 IEEE Intelligent Vehicles Symposium.

[24]  Charles C. MacAdam,et al.  Understanding and Modeling the Human Driver , 2003 .

[25]  I De Vlieger,et al.  On board emission and fuel consumption measurement campaign on petrol-driven passenger cars , 1997 .

[26]  Mike McDonald,et al.  Motorway driver behaviour: studies on car following , 2002 .

[27]  A. Comrey,et al.  Internality and externality as correlates of involvement in fatal driving accidents. , 1987, The Journal of applied psychology.

[28]  D. Casanova,et al.  A Mathematical Model for Driver Steering Control, with Design, Tuning and Performance Results , 2000 .

[29]  David L. Kleinman,et al.  The Human as an Optimal Controller and Information Processor , 1969 .

[30]  R. Peter Jones,et al.  Comprehensive forward dynamic HEV powertrain modelling using dymola and MATLAB/Simulink , 2010 .

[31]  Robert Joumard,et al.  Influence of driving cycles on unit emissions from passenger cars , 2000 .