An integrated traffic-driving simulation framework: Design, implementation, and validation

This paper first describes the process of integrating two distinct transportation simulation platforms, Traffic Simulation models and Driving Simulators, so as to broaden the range of applications for which either type of simulator is applicable. To integrate the two distinct simulation platforms, several technical challenges needed to be overcome including reconciling differences in update frequency, coordinate systems, and the fidelity levels of the vehicle dynamics models and graphical rendering requirements of the two simulators. Following the successful integration, the integrated simulator was validated by having several human subjects drive a 2.5 mile long segment of a signalized arterial in both the virtual environment of the integrated simulator, and in the real-world during the evening “rush hour”. Several aspects of driving behavior were then compared between the human subjects’ driving in the “virtual” and the real world. The comparisons revealed generally similar behavior, in terms of average corridor-level travel time, deceleration/acceleration patterns, lane-changing behavior, as well as energy consumption and emissions production. The paper concludes by suggesting possible extensions of the developed prototype which the researchers are currently pursuing, including integration with a computer networking simulator, to facilitate Connected Vehicle (CV) and Vehicle Ad-hoc Network (VANET) related studies, and a multiple participant component that allows several human drivers to interact simultaneously within the integrated simulator.

[1]  David Crundall,et al.  Driving simulator validation with hazard perception , 2011 .

[2]  Jan Lundgren,et al.  A framework for simulation of surrounding vehicles in driving simulators , 2008, TOMC.

[3]  Chunming Qiao,et al.  Integrated Traffic-Driving-Networking Simulator: A Unique R&D Tool for Connected Vehicles , 2012, 2012 International Conference on Connected Vehicles and Expo (ICCVE).

[4]  Thomas J Triggs,et al.  Driving simulator validation for speed research. , 2002, Accident; analysis and prevention.

[5]  Li Jie,et al.  Calibration of a microscopic simulation model for emission calculation , 2013 .

[6]  William Franklin Milliken,et al.  General Introduction to a Programme of Dynamic Research , 1956 .

[7]  Herb M Simpson,et al.  On-road and simulated driving: concurrent and discriminant validation. , 2011, Journal of safety research.

[8]  Osman Balci,et al.  Verification, Validation, and Testing , 2007 .

[9]  Adel W. Sadek,et al.  Large-Scale Microscopic Simulation : Toward an Increased Resolution of Transportation Models , 2008 .

[10]  Mohamed Abdel-Aty,et al.  Validating a driving simulator using surrogate safety measures. , 2008, Accident; analysis and prevention.

[11]  Shigeo Muraoka Cooperation in science and technology , 1991 .

[12]  John D. Lee,et al.  QUANTITATIVE ANALYSIS OF STEERING ADAPTATION ON A HIGH PERFORMANCE FIXED-BASE DRIVING SIMULATOR , 2004 .

[13]  Adel W. Sadek,et al.  TRANSIMS Implementation in Chittenden County, Vermont , 2009 .

[14]  Peter Vortisch,et al.  VALIDATION OF THE MICROSCOPIC TRAFFIC FLOW MODEL VISSIM IN DIFFERENT REAL-WORLD SITUATIONS , 2001 .

[15]  Robert Chamberlin,et al.  Analysis of MOVES and CMEM for Evaluating the Emissions Impact of an Intersection Control Change , 2011 .

[16]  Byungkyu Park,et al.  Microscopic Simulation Model Calibration and Validation: Case Study of VISSIM Simulation Model for a Coordinated Actuated Signal System , 2003 .

[17]  Billy M. Williams,et al.  Systematic Approach for Validating Traffic Simulation Models , 2004 .

[18]  Adel W. Sadek,et al.  Integrated Traffic-Driving-Networking Simulator for the Design of Connected Vehicle Applications: Eco-Signal Case Study , 2016, J. Intell. Transp. Syst..

[19]  Richard Romano Non-Linear Optimal Tilt Coordination for Washout Algorithms , 2003 .

[20]  Jesús Félez,et al.  Real-Time Traffic Simulation With a Microscopic Model , 2006, IEEE Transactions on Intelligent Transportation Systems.

[21]  Moshe Ben-Akiva,et al.  Development and Calibration of a Large-Scale Microscopic Traffic Simulation Model , 2004 .

[22]  Daniel Krajzewicz,et al.  An Example of Microscopic Car Models Validation using the open source Traffic Simulation SUMO , 2002 .

[23]  Sherrilene Classen,et al.  Comparison of Driving Errors Between On-the-Road and Simulated Driving Assessment: A Validation Study , 2009, Traffic injury prevention.

[24]  Terje Moen,et al.  Comparison of driving simulator performance with real driving after alcohol intake: a randomised, single blind, placebo-controlled, cross-over trial. , 2013, Accident; analysis and prevention.

[25]  Nagui M. Rouphail,et al.  STATISTICALLY-BASED VALIDATION OF COMPUTER SIMULATION MODELS IN TRAFFIC OPERATIONS AND MANAGEMENT , 2002 .

[26]  Mingming Lu,et al.  Integrating Traffic Operation With Emission Impact Using Dual-Loop Data , 2012 .

[27]  Mashrur Chowdhury,et al.  An Integrated Tool for Modeling the Impact of Alternative Fueled Vehicles on Traffic Emissions: A Case Study of Greenville, South Carolina , 2011 .

[28]  J Törnros,et al.  Driving behavior in a real and a simulated road tunnel--a validation study. , 1998, Accident; analysis and prevention.

[29]  Haris N. Koutsopoulos,et al.  Calibration and Validation of Microscopic Traffic Simulation Tools: Stockholm Case Study , 2003 .

[30]  Bruce Weaver,et al.  Assessment of driving performance using a simulator protocol: validity and reproducibility. , 2010, The American journal of occupational therapy : official publication of the American Occupational Therapy Association.

[31]  Masao Kuwahara,et al.  THE MODEL VALIDATION OF TRAFFIC SIMULATION SYSTEM FOR URBAN ROAD NETWORKS: "AVENUE" , 1995 .

[32]  B. Reimer,et al.  Using self-reported data to assess the validity of driving simulation data , 2006, Behavior research methods.

[33]  Peter Wagner,et al.  Calibration and Validation of Microscopic Traffic Flow Models , 2004, SimVis.

[34]  Haris N. Koutsopoulos,et al.  Statistical Validation of Traffic Simulation Models , 2004 .

[35]  Jaeyoung Kwak,et al.  Calibration and validation of TRANSIMS microsimulator for an urban arterial network , 2011 .

[36]  Daniel V. McGehee,et al.  Comparison of Driver Braking Responses in a High-Fidelity Simulator and on a Test Track , 2002 .

[37]  Ming Jin,et al.  A virtual-reality based integrated driving-traffic simulation system to study the impacts of intelligent transportation system (ITS) , 2003, Proceedings. 2003 International Conference on Cyberworlds.

[38]  Bryan Reimer,et al.  The validity of driving simulation for assessing differences between in-vehicle informational interfaces: A comparison with field testing , 2010, Ergonomics.

[39]  Punzo Vincenzo,et al.  The Calibration of Traffic Simulation Models : Report on the assessment of different Goodness of Fit measures and Optimization AlgorithmsMULTITUDE Project – COST Action TU0903 , 2012 .

[40]  Andrew Papson,et al.  ANALYSIS OF EMISSIONS AT CONGESTED AND UNCONGESTED INTERSECTIONS USING MOVES2010 , 2012 .

[41]  Berthold Färber,et al.  Driving Behavior and Simulator Sickness While Driving the Vehicle in the Loop: Validation of Longitudinal Driving Behavior , 2013, IEEE Intelligent Transportation Systems Magazine.

[42]  Katharina Dahmen-Zimmer,et al.  Effects of time pressure on left-turn decisions of elderly drivers in a fixed-base driving simulator , 2011 .

[43]  Frank F Saccomanno,et al.  Evaluation of safety countermeasures at intersections using microscopic simulation. , 2006 .

[44]  M. Baucus Transportation Research Board , 1982 .

[45]  Michael A Knodler,et al.  Are Driving Simulators Effective Tools for Evaluating Novice Drivers' Hazard Anticipation, Speed Management, and Attention Maintenance Skills. , 2010, Transportation research. Part F, Traffic psychology and behaviour.

[46]  Yunjie Zhao,et al.  Computationally-efficient Approaches to Integrating the MOVES Emissions Model with Traffic Simulators , 2013, ANT/SEIT.

[47]  Jianping Wu,et al.  The validation of a microscopic simulation model: a methodological case study , 2003 .

[48]  Evi Blana,et al.  DRIVING SIMULATOR VALIDATION STUDIES: A LITERATURE REVIEW , 1996 .

[49]  Moustafa El-Gindy,et al.  Technical report: Literature survey on driving simulator validation studies , 2006 .

[50]  Jordi Casas,et al.  An Integrated Framework Combining a Traffic Simulator and a Driving Simulator , 2011 .

[51]  R. L. Bowles,et al.  Coordinated adaptive washout for motion simulators , 1973 .

[52]  J. Bergeron,et al.  Differentiating risky and aggressive driving: further support of the internal validity of the Dula Dangerous Driving Index. , 2012, Accident; analysis and prevention.

[53]  Francesco Bella,et al.  Driving simulator for speed research on two-lane rural roads. , 2008, Accident; analysis and prevention.

[54]  Vincenzo Punzo,et al.  Integration of Driving and Traffic Simulation: Issues and First Solutions , 2011, IEEE Transactions on Intelligent Transportation Systems.