Distraction Detection and Mitigation Through Driver Feedback Appendices

Despite government efforts to regulate distracted driving, distraction-related fatalities and injuries continue to increase. Manufacturers are introducing real-time driver monitoring systems that detect risk from distracted driving and warn drivers; however, little is known about these systems. This report identifies evaluation techniques to characterize and assess these emerging technologies, presents results of their application, develops a framework for estimating systems’ safety benefits, and provides safety relevant information to guide technology development. A standardized language for describing and differentiating systems was created, and its application revealed key trends in the design landscape. A novel approach to detection that provides prospective indications of safety-critical vehicle state changes is described. Two evaluation protocols were developed and to provide empirical assessments of (1) detection algorithm performance and (2) the effect of mitigations on driver performance and acceptance. The protocol included driving on different types of roadways and performing secondary tasks in the high-fidelity NADS-1 driving simulator. Four progressively complex distraction detection algorithms were compared to evaluate the ability of vehicle-based systems to distinguish between distracted and non-distracted drivers. Algorithm performance varied across road types and distraction tasks. A safety benefits framework appropriate for distraction mitigation systems is proposed that expands on past benefit analyses. These are the appendices to the main report.

[1]  M. Land Eye movements and the control of actions in everyday life , 2006, Progress in Retinal and Eye Research.

[2]  A K Wagner,et al.  Segmented regression analysis of interrupted time series studies in medication use research , 2002, Journal of clinical pharmacy and therapeutics.

[3]  K. G. Beauchamp,et al.  Signal Processing Using Analog and Digital Techniques , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[4]  D. Strayer,et al.  Cell phone-induced failures of visual attention during simulated driving. , 2003, Journal of experimental psychology. Applied.

[5]  Z. Ying,et al.  Model‐Checking Techniques Based on Cumulative Residuals , 2002, Biometrics.

[6]  Michael Land,et al.  Which parts of the road guide steering? , 1995, Nature.

[7]  Kristopher J Preacher,et al.  SPSS and SAS procedures for estimating indirect effects in simple mediation models , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[8]  Michael E Rakauskas,et al.  Effects of naturalistic cell phone conversations on driving performance. , 2004, Journal of safety research.

[9]  J. F. Stein,et al.  Role of the cerebellum in the visual guidance of movement , 1986, Nature.

[10]  Johan Engström,et al.  Sensitivity of eye-movement measures to in-vehicle task difficulty , 2005 .

[11]  V. Yohai,et al.  Robust Statistics: Theory and Methods , 2006 .

[12]  Thomas J Triggs,et al.  Driver distraction: the effects of concurrent in-vehicle tasks, road environment complexity and age on driving performance. , 2006, Accident; analysis and prevention.

[13]  Rob Gray,et al.  A Two-Point Visual Control Model of Steering , 2004, Perception.

[14]  Linda Ng Boyle,et al.  Drivers' attitudes toward imperfect distraction mitigation strategies , 2006 .

[15]  M. Chattington,et al.  Eye–steering coordination in natural driving , 2007, Experimental Brain Research.

[16]  Beat Kleiner,et al.  Graphical Methods for Data Analysis , 1983 .

[17]  Linda Ng Boyle,et al.  Safety implications of providing real-time feedback to distracted drivers. , 2007, Accident; analysis and prevention.

[18]  P A Hancock,et al.  Alarm effectiveness in driver-centred collision-warning systems. , 1997, Ergonomics.

[19]  David L. Strayer,et al.  Driven to Distraction: Dual-Task Studies of Simulated Driving and Conversing on a Cellular Telephone , 2001, Psychological science.

[20]  M. A. Recarte,et al.  Mental workload while driving: effects on visual search, discrimination, and decision making. , 2003, Journal of experimental psychology. Applied.

[21]  M. Chattington,et al.  Eye movements coordinated with steering benefit performance even when vision is denied , 2006, Experimental Brain Research.

[22]  Jing Zhang,et al.  Driver cognitive workload estimation: a data-driven perspective , 2004, Proceedings. The 7th International IEEE Conference on Intelligent Transportation Systems (IEEE Cat. No.04TH8749).

[23]  M. Wilson,et al.  Eye Movements Drive Steering: Reduced Eye Movement Distribution Impairs Steering and Driving Performance , 2008, Journal of motor behavior.

[24]  Harry Zhang,et al.  Identification of Real-Time Diagnostic Measures of Visual Distraction With an Automatic Eye-Tracking System , 2006, Hum. Factors.

[25]  Mark Wilson,et al.  Alcohol Badly Affects Eye Movements Linked to Steering, Providing for Automatic in-Car Detection of Drink Driving , 2008, Neuropsychopharmacology.

[26]  Erwin R. Boer,et al.  Development of a steering entropy method for evaluating driver workload , 1999 .

[27]  Albert Kircher,et al.  Using mobile telephones: cognitive workload and attention resource allocation. , 2004, Accident; analysis and prevention.

[28]  Lora Yekhshatyan,et al.  Detecting distraction and degraded driver performance with visual behavior metrics , 2010 .

[29]  Gustav Markkula,et al.  Driver cognitive distraction detection: Feature estimation and implementation , 2007 .

[30]  M. Land Vision, eye movements, and natural behavior , 2009, Visual Neuroscience.

[31]  Lena Nilsson,et al.  Effects of cognitive and visual load in real and simulated driving , 2006 .

[32]  Heikki Summala,et al.  Factors influencing the use of cellular (mobile) phone during driving and hazards while using it. , 2005, Accident; analysis and prevention.

[33]  David H. Weir,et al.  New Results in Driver Steering Control Models , 1977 .

[34]  T. Victor Keeping Eye and Mind on the Road , 2005 .

[35]  D. J. Weir,et al.  Planning of movement parameters in a visuo-motor tracking task , 1988, Behavioural Brain Research.

[36]  M F Land,et al.  The knowledge base of the oculomotor system. , 1997, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[37]  M. A. Recarte,et al.  Effects of verbal and spatial-imagery tasks on eye fixations while driving. , 2000, Journal of experimental psychology. Applied.

[38]  M. Chattington,et al.  Prevention of coordinated eye movements and steering impairs driving performance , 2005, Experimental Brain Research.

[39]  Wolfgang Birk,et al.  A driver-distraction-based lane-keeping assistance system , 2007 .

[40]  J. Juang Applied system identification , 1994 .

[41]  Terry C Lansdown,et al.  Distraction from multiple in-vehicle secondary tasks: vehicle performance and mental workload implications , 2004, Ergonomics.

[42]  Linda Ng Boyle,et al.  Mitigating driver distraction with retrospective and concurrent feedback. , 2008, Accident; analysis and prevention.

[43]  Constance S. Royden,et al.  From vision to action: experiments and models of steering control during driving. , 2000, Journal of experimental psychology. Human perception and performance.

[44]  Edmund Donges,et al.  A Two-Level Model of Driver Steering Behavior , 1978 .

[45]  R. Miall,et al.  The Cerebellum and the Timing of Coordinated Eye and Hand Tracking , 2002, Brain and Cognition.

[46]  D. A. Kenny,et al.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. , 1986, Journal of personality and social psychology.

[47]  Peter J Cooper,et al.  Turning gap acceptance decision-making: the impact of driver distraction. , 2002, Journal of safety research.

[48]  William J Horrey,et al.  Modeling drivers' visual attention allocation while interacting with in-vehicle technologies. , 2006, Journal of experimental psychology. Applied.

[49]  Mark A. Neerincx,et al.  Attuning In-Car User Interfaces to the Momentary Cognitive Load , 2007, HCI.

[50]  Samuel G Charlton,et al.  Driving while conversing: cell phones that distract and passengers who react. , 2009, Accident; analysis and prevention.

[51]  Christopher D. Wickens,et al.  Multiple resources and performance prediction , 2002 .

[52]  Thomas A. Dingus,et al.  The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data , 2006 .

[53]  Lloyd D. Reid,et al.  Changes in Driver Steering Control with Learning , 1978 .

[54]  Katja Kircher,et al.  Driver distraction : a review of the literature , 2007 .

[55]  John D. Lee,et al.  Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines , 2007, IEEE Transactions on Intelligent Transportation Systems.

[56]  J. C. Stutts,et al.  Driver inattention, driver distraction and traffic crashes , 2003 .

[57]  William J Horrey,et al.  Assessing the awareness of performance decrements in distracted drivers. , 2008, Accident; analysis and prevention.

[58]  D. A. Kenny,et al.  Estimating and testing mediation and moderation in within-subject designs. , 2001, Psychological methods.

[59]  M. Lesch,et al.  Driving performance during concurrent cell-phone use: are drivers aware of their performance decrements? , 2004, Accident; analysis and prevention.

[60]  A. Galip Ulsoy,et al.  Identification of a Driver Steering Model, and Model Uncertainty, From Driving Simulator Data , 2001, Dynamic Systems and Control.

[61]  Yulan Liang,et al.  Detecting driver distraction , 2009 .

[62]  J. A. Bennett,et al.  Mediator and moderator variables in nursing research: conceptual and statistical differences. , 2000, Research in nursing & health.

[63]  Paolo Castiglioni,et al.  How to check steady-state condition from cardiovascular time series. , 2004, Physiological measurement.

[64]  John D. Lee,et al.  Nonintrusive Detection of Driver Cognitive Distraction in Real Time Using Bayesian Networks , 2007 .

[65]  Karel Brookhuis,et al.  HMI and Safety-Related Driver Performance , 2004 .

[66]  Moshe Eizenman,et al.  An on-road assessment of cognitive distraction: impacts on drivers' visual behavior and braking performance. , 2007, Accident; analysis and prevention.

[67]  Michael F. Land Eye-head coordination during driving , 1993, Proceedings of IEEE Systems Man and Cybernetics Conference - SMC.

[68]  A. Galip Ulsoy,et al.  Identification of driver state for lane-keeping tasks , 1999, IEEE Trans. Syst. Man Cybern. Part A.

[69]  D P Hartmann,et al.  Interrupted time-series analysis and its application to behavioral data. , 1980, Journal of applied behavior analysis.

[70]  Johan Engstrom,et al.  Real-Time Distraction Countermeasures , 2009 .

[71]  Linda Ng Boyle,et al.  The Impact of Distraction Mitigation Strategies on Driving Performance , 2006, Hum. Factors.

[72]  John M. Gottman,et al.  Time Series Analysis: A Comprehensive Introduction for Social Scientists. , 1983 .

[73]  Christopher D. Wickens,et al.  Driving and Side Task Performance: The Effects of Display Clutter, Separation, and Modality , 2004, Hum. Factors.

[74]  Christopher D. Wickens,et al.  Examining the Impact of Cell Phone Conversations on Driving Using Meta-Analytic Techniques , 2006, Hum. Factors.

[75]  Philippe Micheau,et al.  Intermittent Predictive Steering Control as an Automobile Driver Model , 2009 .

[76]  Moshe Eizenman,et al.  THE IMPACT OF COGNITIVE DISTRACTION ON DRIVER VISUAL BEHAVIOUR AND VEHICLE CONTROL , 2002 .

[77]  Michelle L. Reyes,et al.  Effects of cognitive load presence and duration on driver eye movements and event detection performance , 2008 .

[78]  Travis W. Beck,et al.  An examination of the Runs Test, Reverse Arrangements Test, and modified Reverse Arrangements Test for assessing surface EMG signal stationarity , 2006, Journal of Neuroscience Methods.

[79]  David N. Lee,et al.  Where we look when we steer , 1994, Nature.

[80]  Lennart Ljung,et al.  System Identification: Theory for the User , 1987 .

[81]  F. Previc The neuropsychology of 3-D space. , 1998, Psychological bulletin.

[82]  Lennart Ljung,et al.  System identification toolbox for use with MATLAB , 1988 .

[83]  Johan Engström,et al.  Effects of visual and cognitive load in real and simulated motorway driving , 2005 .

[84]  B. Tatler,et al.  Steering with the head The visual strategy of a racing driver , 2001, Current Biology.

[85]  Dario D. Salvucci Modeling Driver Behavior in a Cognitive Architecture , 2006, Hum. Factors.

[86]  M. Land,et al.  The Roles of Vision and Eye Movements in the Control of Activities of Daily Living , 1998, Perception.

[87]  Joseph H. Goldberg,et al.  Identifying fixations and saccades in eye-tracking protocols , 2000, ETRA.

[88]  A. Bronstein,et al.  A new paradigm to investigate the roles of head and eye movements in the coordination of whole-body movements , 2003, Experimental Brain Research.

[89]  T. Cook,et al.  Quasi-experimentation: Design & analysis issues for field settings , 1979 .

[90]  Bernice W. Polemis Nonparametric Statistics for the Behavioral Sciences , 1959 .

[91]  Louis Tijerina,et al.  Driver Workload Metrics Task 2 Final Report , 2006 .