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Factors that Influence Drivers’ Responses to Slower-Moving or Stopped Lead Vehicles

Journal Article
2021-01-0890
ISSN: 2641-9637, e-ISSN: 2641-9645
Published April 06, 2021 by SAE International in United States
Factors that Influence Drivers’ Responses to Slower-Moving or Stopped Lead Vehicles
Sector:
Citation: Muttart, J., Kuzel, M., Dinakar, S., Gernhard - Macha, S. et al., "Factors that Influence Drivers’ Responses to Slower-Moving or Stopped Lead Vehicles," SAE Int. J. Adv. & Curr. Prac. in Mobility 3(5):2193-2218, 2021, https://doi.org/10.4271/2021-01-0890.
Language: English

References

  1. https://www.nhtsa.gov/research-data/fatality-analysis-reporting-system-fars
  2. Solomon , D. Crashes on Main Rural Highways Related to Speed, Driver and Vehicle Washington, DC Bureau of Public Roads, US Department of Commerce. US Government Printing Office 1964
  3. Lee , S.E. , Olsen , E.C.B. , and Wierwille , W.W. A Comprehensive Examination of Naturalistic Lane-Changes. (Technical Paper DOT HS 809 7 02) Washington, DC National Highway Traffic Safety Administration 2003
  4. Horberry , T. , Hartley , L. , Gobetti , K. , Walker , F. et al. Speed Choice by Drivers: The Issue of Driving too Slow Ergonomics 47 14 1561 1570 2004
  5. https://visionzeronetwork.org/about/what-is-vision-zero/
  6. Muttart , J.W. , Dinakar , S. , and Edewaard , D.E. Drivers’ Responses to Lead Vehicles: Thresholds for Triggering an Emergency Response, Age Differences, Crash Risks, and Influence of Secondary Task Engagement Technical Paper 2021-01-0898 Warrendale, PA SAE International 2021
  7. Cirillo , J.A. Interstate System Crash Research: Study II. Interim Report II Public Roads 35 3 71 76 1968
  8. RTI Speed and Accidents I & II North Carolina Research Triangle Institute, RTI 1970
  9. Munden , J.M. The Relation Between a Driver’s Speed and His Accident Rate, RRL Report LR 88 Crowthorne, UK Ministry of Transport 1967
  10. Markkula , G. , Engström , J. , Lodin , J. , Bärgman , J. , and et al. A Farewell to Brake Reaction Times? Kinematics-Dependent Brake Response in Naturalistic Rear-End Emergencies Accident Analysis & Prevention 95 209 226 2016
  11. Jenness , J.W. , Boyle , L.N. , Lee , J.D. , Miller , E.E. et al. In-Vehicle Voice Control Interface Evaluation: Preliminary Driver Workload and Risk Analysis (Report No. DOT HS 812 813) Washington, DC National Highway Traffic Safety Administration Jan. 2020
  12. Xue , Q. , Markkula , G. , Yan , X. , and Merat , N. Using Perceptual Cues for Braking Response to Lead Vehicle: Comparing Threshold and Accumulator models of Visual Looming Accident Analysis & Prevention 118 114 124 2018
  13. Gibson , J.J. The Ecological Approach to Visual Perception: Classic Edition Psychology Press 2014
  14. Gray , R. Looming Auditory Collision Warnings for Driving Human Factors: Human Factors 53 1 63 74 2011
  15. Lamble , D. , Kauranen , T. , Laasko , M. , and Summala , H. Cognitive Load and Detection Thresholds in Car Following Situations: Safety Implications for Using Mobile (Cellular) Telephones While Driving Accident Analysis & Prevention 31 617 623 1999
  16. Muttart , J.W. , Messerschmidt , W. , and Gillen , L. Relationship between Relative Velocity Detection and Driver Response Times in Vehicle Following Situations SAE Technical Paper No. 2005-01-0427 2005 https://doi.org/10.4271/2005-01-0427
  17. Maddox , M.E. and Kiefer , A. Looming Threshold Limits and their Use in Forensic Practice Proceedings of the Human Factors and Ergonomics Society Annual Meeting 56 1 700 704 2012
  18. Plotkin , S.C. Accident and Product Failure Analysis - A Systems Engineering Approach Los Angeles, CA Self-published 1976
  19. Mortimer , R. , Hoffmann , E. , and Kiefer , A. The Psychological and Accident Reconstruction “Thresholds” of Drivers’ Detection of Relative Velocity SAE Technical Paper No. 2014-01-0437 2014 https://doi.org/10.4271/2014-01-0437
  20. Terry , H.R. , Charlton , S.G. , and Perrone , J.A. The Role of Looming and Attention Capture in Drivers’ Braking Responses Accident Analysis & Prevention 40 1375 1382 2008
  21. Edwards , M.L. , Stewart , C. , and Fiorenze , R. Utilization of Perceptual Looming in Overtaking Decisions SAE Technical Paper No. 2018-01-0501 2018 https://doi.org/10.4271/2018-01-0501
  22. Hoffman , E.R. and Mortimer , R.G. Scaling of Relative Velocity Between Vehicles Proceedings of the Human Factors and Ergonomics Society Annual Meeting 38 2 1 5 1994
  23. Hoffman , E.R. and Mortimer , R.G. Scaling of Relative Velocity Between Vehicles Accident Analysis & Prevention 128 415 427 1996
  24. Muttart , J.W. Quantifying Driver Response Times Based upon Research and Real-Life Data 3rd International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design 3 8 29 2005
  25. Abe , G. and Richardson , J. The Effect of Alarm Timing on Driver Behavior: An Investigation of the Differences in Driver Trust and Response to Alarms According to Alarm Timing Transportation Research part F: Traffic Psychology and Behaviour 7 4-5 307 322 2004
  26. Ålm , H. and Nilsson , L. The Effects of Mobile Telephone Task on Driver Behaviour in a Car Following Situation Accident Analysis and Prevention 27 5 707 715 1995
  27. Chisholm , S.L. , Caird , J.K. , Teteris , E. , Lockhart , J. , and et al. Novice and Experienced Driving Performance with Cell Phones Proceedings the Human Factors and Ergonomics Annual Meeting 50 22 2354 2358 2006
  28. Kane , M.J. , Pearce , K.D. , Hancock , P.A. , Scallen , S.F. , and et al. 1999
  29. Markkula , G. , Lodin , J. , and Wells , P. 2016
  30. Piccinini , G.B. , Lehtonen , E. , Forcolin , F. , Engström , J. et al. How do Drivers Respond to Silent Automation Failures? Driving Simulator Study and Comparison of Computational Driver Braking Models Human Factors 62 7 1212 1229 2019
  31. Sivak , M. , Post , D.V. , Olson , P.L. , and Donohue , R.J. Automobile Rear Lights: Effects of the Number, Mounting Height, and Lateral Position on Reaction Times of Following Drivers Perceptual and Motor Skills 1981 52 795 802 1981
  32. Smiley , A. , Smahel , T. , Donderi , D.C. , Caird , J.K. , et al. 2007
  33. Chovan , J.D. , Tijerina , L. , Alexander , G. , and Hendricks , D.L. Examination of Lane Change Crashes and Potential IVHS Countermeasures (DOT HS 808 071) Washington, DC U.S. Department of Transportation, National Highway Traffic Safety Administration 1994
  34. Transportation Research Board of the National Academy of Sciences 2013 https://insight.shrp2nds.us
  35. Dingus , T.A. , Klauer , S.G. , Neale , V.L. , Petersen , A. et al. The 100-Car Naturalistic Driving Study: Phase II - Results of the 100-Car Field Experiment Washington, DC DOT HS 810 593 2006
  36. Muttart , J.W. and Fisher , D.L. The Differences in Hazard Mitigation Responses Implemented by Novice and Experienced Drivers (Chapter 8) Fisher , D.L. , Caird , J. , Horrey , W. , and Trick , L. Handbook of Teen and Novice Drivers: Research, Practice, Policy, and Directions Boca Raton, FL CRC Press, Inc 2016
  37. Knipling , R.R. , Mironer , M. , Hendricks , D.L. , Tijeripa , L. , et al. 1993
  38. Muttart , J.W. , Fisher , D.L. , Knodler , M. , and Pollatsek , A. Driving Without a Clue: Evaluation of Driver Simulator Performance During Hands-Free Cell Phone Operation in a Work Zone Transportation Research Record 2018 1 9 14 2007
  39. Sorock , G.S. , Ranney , T.A. , and Lehto , M.R. Motor Vehicle Crashes in Roadway Construction Workzones: An Analysis Using Narrative Text from Insurance Claims Accident Analysis & Prevention. 28 131 138 1996
  40. Ayres , T.J. , Li , L. , Schleuning , D. , and Young , D. Preferred Time-Headway of Highway Drivers Proceedings of Intelligent Transportation Systems, IEEE 826 829 2001
  41. Sun , D. and Benekohal , R.F. Analysis of Work Zone Gaps and Rear-End Collision Probability Journal of Transportation and Statistics 8 71 86 2005
  42. Van Winsum , W. Preferred Time Headway in Car-Following and Individual Differences in Perceptual Motor Skills Perceptual and Motor Skills 87 863 873 1998
  43. Wasielewski , P. Car Following Headway on Freeways Interpreted by the Semi-Poisson Headway Distribution Model Transportation Science 13 35 55 1979
  44. McGehee , D.V. , Brown , T. and Wilson , T. 1997
  45. Ma , X. , Ma , Z. , Zhu , X. , Cao , J. , and et al. Naturalistic Driving Behavior Analysis under Typical Normal Cut-In Scenarios SAE Technical Paper No. 2019-01-0124 2019 https://doi.org/10.4271/2019-01-0124
  46. Summala , H. , Lamble , D. , and Laakso , M. Driving Experience and Perception of the Lead Car’s Braking When Looking at In-Car Targets Accident Analysis & Prevention 30 4 401 407 1998
  47. Lee , D.N. A Theory of Visual Control of Braking Based on Information About Time-To-Collision Perception 5 437 459 1976
  48. Regan , D. and Hamstra , S. Dissociation of Discrimination Thresholds for Time to Contact and for Rate of Angular Expansion Vision Research 33 447 462 1993
  49. Kusano , K. and Gabler , H. Method for Estimating Time to Collision at Braking in Real-World, Lead Vehicle Stopped Rear-End Crashes for Use in Pre-Crash System Design SAE Int. J. Passenger Cars - Mech. Syst. 4 1 435 443 2011 https://doi.org/10.4271/2011-01-0576
  50. Bao , S. , LeBlanc , D.J. , Sayer , J.R. , and Flannagan , C. Heavy-Truck Drivers’ Following Behavior with Intervention of an Integrated, In-Vehicle Crash Warning System: A Field Evaluation Human Factors 54 5 687 697 2012
  51. Muttart , J.W. , Dinakar , S. , Suway , J. , Kuzel , M. et al. Influence of Taillight Width on the Ability to Recognize Closing Speed, Closing Distance, and Closing versus Separating Proceedings of the Human Factors and Ergonomics Society Annual Meeting 61 1 1894 1898 2017
  52. Dinakar , S. , Muttart , J.W. , Garrison , T. , Marr , J. , and et al. Influence of Taillight Brightness on the Ability to Recognize Closing Speed, Closing Distance, and Closing versus Separating Proceedings of the Human Factors and Ergonomics Society Annual Meeting 62 1 1868 1872 2018
  53. Mortimer , R. Weber’s Law and Rear-End Collisions V 1971
  54. Fitch , G.M. , Lee , S.E. , Klauer , S. , Hankey , J. , et al. 2009
  55. Lavalliere , M. , Laurendeau , D. , Simoneau , M. , and Teasdale , N. Changing Lanes in a Simulator: Effects of Age on the Control of the Vehicle and Visual Inspection of Mirrors and Blind Spot Traffic Injury Prevention 12 191 200 2011
  56. Mourant , R.R. and Donohue , R.J. Mirror Sampling Characteristics of Drivers SAE Technical Paper No. 740964 1974 https://doi.org/10.4271/740964
  57. Robinson , G.H. , Erickson , D.J. , Thurston , G.L. , and Clark , R.I. Visual Search by Automobile Drivers Human Factors 14 4 315 323 1972
  58. Bhise , V.D. , Meldrum , J.F. , Jack , D.D. , Troell , G.M. et al. Driver Head Movements in Left Outside Mirror Viewing SAE Technical Paper No. 810761 1981 https://doi.org/10.4271/810761
  59. Tijerina , L. , Garrott , W.R. , Stoltzfus , D. , and Parmer , E. Eye Glance Behavior of Van and Passenger Car Drivers During Lane Change Decision Phase Transportation Research Record 1937 37 43 2005
  60. Rockwell , T.H. , Balasubramanian , Kretovics , T. , and Wilfong , E.J. 1977
  61. Fazio , J. , Michaels , R.M. , Reilly , W.R. , Schoen , J. , and et al. A Behavioral Model of Freeway Exiting Transportation Research Record 1281 96 107 1990
  62. Finnegan , P. and Green , P. 1990
  63. Henning , M.J. , Georgeon , O. , and Krems , J.F. The Quality of Behavioral and Environmental Indicators Used to Infer the Intention to Change Lanes Proceedings of the Fourth International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design 231 2007
  64. Victor , T.W. , Tivesten , E. , Gustavsson , P. , Johansson , J. et al. Automation Expectation Mismatch: Incorrect Prediction Despite Eyes on Threat and Hands on Wheel Human Factors 60 8 1095 1116 2018
  65. DeLucia , P.R. and Mather , R.D. Motion Extrapolation of Car-Following Scenes in Younger and Older Drivers Human Factors 48 4 666 674 2006
  66. DeLucia , P.R. Judgments of Time to Contact When an Approaching Object Is Partially Concealed by a Static or Moving Occluder Journal of Vision 2 7 348 348 2002
  67. Hancock , P.A. and Manser , M.P. Time-to-Contact: More than Tau Alone Biological Psychology 9 4 265 297 1997
  68. Louw , T. , Markkula , G. , Boer , E. , Madigan , R. et al. Coming Back into the Loop: Drivers’ Perceptual-Motor Performance in Critical Events After Automated Driving Accident Analysis & Prevention 108 9 18 2017
  69. Muttart , J.W. 2013
  70. Victor , T. , Dozza , M. , Bärgman , J. , Boda , C.-N. , et al. 2015
  71. Tresilian , J.R. Empirical and Theoretical Issues in the Perception of Time to Contact Journal of Experimental Psychology: Human Perception and Performance 17 865 876 1991
  72. DeLucia , P.R. Pictorial and Motion-Based Information for Depth Perception Journal of Experimental Psychology: Human Perception and Performance 17 738 748 1991
  73. DeLucia , P.R. and Novak , J.B. Judgments of Relative Time-to-Contact of More than Two Approaching Objects: Toward a Method Perception & Psychophysics 59 913 928 1997
  74. DeLucia , P.R. and Warren , R. Pictorial and Motion-Based Depth Information during Active Control of Self-Motion: Size-Arrival Effects on Collision Avoidance Journal of Experimental Psychology: Human Perception and Performance 20 783 798 1994
  75. DeLucia , P.R. Effects of Pictorial Relative Size and Ground-Intercept Information on Judgments about Potential Collisions in Perspective Displays Human Factors 37 528 538 1995
  76. Olson , P.L. , Wachsler , R.A. , and Bauer , H.J. Driver Judgments of Relative Car Velocity Journal of Applied Psychology 45 161 164 1961
  77. Braunstein , M.L. and Laughery , K.R. Detection of Vehicle Velocity Changes during Expressway Driving Human Factors 6 327 331 1964
  78. Brown , R.H. Weber Ratio for Visual Discrimination of Velocity Science 131 1809 1810 1960
  79. Evans , L. and Rothery , R. Detection of the Sign of Relative Motion When Following a Vehicle Human Factors 16 2 161 173 1974
  80. Fisher , A.J. and Hall , R.R. The Effect of Presence Lights on the Detection of Change of Vehicle Headway Australian Road Research 8 2 13 16 1978
  81. Janssen , W.H. , Michon , J.A. , and Harvey , L.O. Jr. The Perception of Lead Vehicle Movement in Darkness Accident Analysis and Prevention 8 151 166 1976
  82. Li , G. , Wang , W. , Li , S.E. , Cheng , B. , and et al. Effectiveness of Flashing Brake and Hazard Systems in Avoiding Rear-End Crashes Advances in Mechanical Engineering 6 792670 2014
  83. Ohlhauser , A. , Milloy , S. , and Caird , J.K. Driver Responses to Motorcycle and Lead Vehicle Braking Events: The Effects of Motorcycling Experience and Novice Versus Experienced Drivers Transportation Research Part F: Traffic Psychology and Behavior 14 6 472 483 2011
  84. Jurecki , R.S. Influence of the Scenario Complexity and the Lighting Conditions on the Driver Behavior in Car-Following Situations The Archives of Automotive Engineering 83 151 173 2019
  85. Chen , R. , Kusano , K.D. , and Gabler , H.C. Driver Behavior During Overtaking Maneuvers from the 100-Car Naturalistic Driving Study Traffic Injury Prevention 16 S176 S181 2015
  86. Bar-Gera , H. and Shinar , D. The Tendency of Drivers to Pass Other Cehicles Transportation Research Part F 8 429 439 2005
  87. Borowsky , A. , Bar-Gera , H. , and Duffney , R. 2019
  88. Olson , P.L. Forensic Aspects of Driver Perception and Response 3rd Tucson, AZ Lawyers & Judges Publishing Company, Inc. 2010
  89. Krauss , D. Forensic Aspects of Driver Perception and Response 4th Tucson, AZ Lawyers & Judges Publishing Company, Inc. 2015
  90. Levulis , S.J. , DeLucia , P.R. , and Oberfeld , D. Effects of Adjacent Vehicles on Judgments of a Lead Car During Car Following Human Factors 58 7 1096 1111 2016
  91. Bharadwaj , N. , Edara , P. , and Sun , C. Risk Factors in Work Zone Safety Events: A Naturalistic Driving Study Analysis Transportation Research Record 2673 1 379 387 2019
  92. Yan , X. , Radwan , E. , and Abdel-Aty , M. Characteristics of Rear-End Accidents at Signalized Intersections Using Multiple Logistic Regression Model Accident Analysis & Prevention 37 983 995 2005
  93. Torbic , D.J. , Harwood , D.W. , Gilmore , D.K. , Richard , K.R. , and et al. Safety Analysis of Interchanges Transportation Research Record 2092 39 47 2009
  94. Ray , B.L. , Schoen , J. , Jenior , P. , Knudsen , J. et al. Guidelines for Ramp and Interchange Spacing, NCHRP Report 687 Transportation Research Board 2011
  95. Caro , S. , Cavallo , V. , Marendaz , C. , Boer , C.E.R. , and et al. The Influence of Fog on Motion Discrimination Thresholds in Car Following Proceedings of the 4th International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design 2007
  96. Caro , S. , Cavallo , V. , Marendaz , C. , Boer , E.R. , and et al. Can Headway Reduction in Fog be Explained by Impaired Perception of Relative Motion? Human Factors 51 378 392 2009
  97. Khan , M.N. , Ghasemzadeh , A. , and Ahmed , M.M. Investigating the Impact of Fog on Freeway Speed Selection Using the SHRP2 Naturalistic Driving Study Data Transportation Research Record 2672 16 93 104 2018
  98. Snowden , R.J. , Stimpson , N. , and Ruddle , R.A. Speed Perception Fogs as Visibility Drops Nature 392 450 1998
  99. Kang , J. , Rui , N. , and Andersen , G.J. The Effects of Reduced Visibility from Fog on Car Following Performance Transportation Research Record 2069 1 9 15 2008
  100. Shinar , D. McDowell , E.D. and Rockwell , T.H. 1974
  101. Metz , B. and Kruger , H.-P. Do Supplemental Signs Distract the Driver? Transportation Research Part F: Traffic Psychology and Behaviour 23 1 14 2014
  102. Sisiopiku , V.P. , Islam , M.M. , and Sullivan , A. Traffic Safety Risks from Digital Advertising Billboards in Alabama Journal of Engineering Research and Development. 10 11 30 36 2014
  103. Milloy , S.L. and Caird , J.K. External Driver Distractions: The Effects of Video Billboards and Wind Farms on Driving Performance Fisher , D.L. , Rizzo , M. , Caird , J. , and Lee , J.D. Handbook of Driving Simulation for Engineering, Medicine, and Psychology Boca Raton, FL CRC Press 2011
  104. Tantala , M.W. and Tantala , P.J. An Examination of the Relationship Between advertising Signs and Traffic Safety 84th Annual Meeting of the Transportation Research Board TRB Washington, DC 2005
  105. Lee , S.E. , Olsen , E.C.B. , and DeHart , M.C. 2004
  106. Todosiev , E.P. Velocity Thresholds in Car Following Columbus, OH Ohio Department of Highways 1965
  107. Bitzel , I.F. Effect of Motorway Design on Accidents in Germany Highways and Bridges and Engineering Works 24 1161 1 4 1956
  108. Vostrez , J. and Lundy , R.A. 1964
  109. Deng , B. , Chen , X. , and Wang , X. Shanghai 2020 Driving Scenario Models and Traffic Accident Models Development Shanghai General Motors 2011
  110. Gibbons , R.B. , Lee , S.E. , Williams , B. , and Miller , C.C. 2008
  111. Li , Z. and Milgram , P. Manipulating Optical Looming to Influence Perception of Time-To-Collision and Its Application in Automobile Driving Proceedings of the Human Factors and Ergonomics Society Annual Meeting 48 16 1900 1904 2004
  112. Berg , W.P. , Berglund , E.D. , Strang , A.J. , and Baum , M.J. Attention-Capturing Properties of High Frequency Luminance Flicker: Implications for Brake Light Conspicuity Transportation Research Part F: Traffic Psychology and Behaviour 10 1 22 32 2007
  113. Bullough , J.D. , Rea , M.S. , Pysar , R.M. , Nakhla , H.K. , and et al. Rear Lighting Configurations for Winter Maintenance Vehicles IESNA Annual Conference Ottawa, ON, Canada 2001
  114. Fisher , A.J. and Hall , R.R. The Effect of Presence Lights on the Detection of Change of Vehicle Headway Australian Road Research 8 2 13 16 1978
  115. Gail , J. , Lorig , M. , Gelau , C. , Heuzeroth , D. , and et al. 2001
  116. Isler , R.B. and Starkey , N.J. Evaluation of a Sudden Brake Warning System: Effect on the Response Time of the Following Driver Applied Ergonomics 41 4 569 576 2010
  117. Knoblauch , R.L. and Tobey , H.N. 1980
  118. Schreiner , L.M. 2000
  119. Summala , H. , Lamble , D. , and Laakso , M. Driving Experience and Perception of the Lead Car’s Braking When Looking at In-Car Targets Accident Analysis & Prevention 30 4 401 407 1998
  120. Langham , M. , Hole , G. , Edwards , J. , and O’Neil , C. An Analysis of “look but fail to see” Accidents Involving Police Parked Vehicles Ergonomics 45 167 185 2002
  121. Kubena , V. , Kletensky , D. , and Neumann , R. Rear Lamp Reaction Time Study - Comparison of Incandescent Bulb and LEDs SAE Technical Paper No. 2002-01-0379 2002 https://doi.org/10.4271/2002-01-0379
  122. Wierwille , W.W. , Lee , S.E. , DeHart , M.C. , and Perel , M. Test Road Experiment on Imminent Warning Rear Lighting and Signaling Human Factors 48 3 615 626 2006
  123. Mortimer , R.G. Vehicle-Driver Communication to Reduce Rear-End Collisions: What Makes Sense and Why? Proceedings of the Human Factors and Ergonomics Society Annual Meeting 41 2 849 853 1997
  124. Sayer , J.R. , Flannagan , M.J. , and Sivak , M. Effects of Intensity, Area, and Aspect Ratio on Reaction Time to Stop Lamps (UMTRI-95-10) Ann Arbor, MI University of Michigan Transportation Research Institute 1995
  125. DeLucia , P.R. Time-to-Contact Judgments of an Approaching Object that Is Partially Concealed by an Occluder Journal of Experimental Psychology: Human Perception and Performance 30 2 287 2004
  126. Mortimer , R.G. Car Following Evaluation of Braking Deceleration Level Signals SAE Technical Paper No. 810188 1988 https://doi.org/10.4271/810188
  127. Morando , A. , Victor , T. , and Dozza , M. A Reference Model for Driver Attention in Automation: Glance Behavior Changes During Lateral and Longitudinal Assistance IEEE Transactions on Intelligent Transportation Systems 20 8 2999 3009 2018
  128. Gerberich , S.G. , Robertson , L.S. , Gibson , R.W. , and Renier , C. An Epidemiological Study of Roadway Fatalities Related to Farm Vehicles: United States, 1988 to 1993 Journal of Environmental Medicine 38 11 1135 1140 1996
  129. Myers , D.G. Psychology 6th New York Worth Publishing 2002
  130. Klauer , S.G. , Dingus , T.A. , Neale , V.L. , Sudweeks , J.D. , and et al. The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data, Report No. DOT HS 810 594 Washington, DC National Highway Traffic Safety Administration 2006
  131. Coley , G. , Wesley , A. , Reed , N. , and Parry , I. Cawthorne, U.K. TRL Limited 2008
  132. Sullivan , J.M. and Flannagan , M.J. Risk of Fatal Rear-End Collisions: Is there More to it than Attention? Proceedings of the Second International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design 2003
  133. Markkula , G. , Uludağ , Z. , Wilkie , R. , and Billington , J. Evidence Accumulation, not a Perceptual Threshold, Constrains Neural and Behavioural Responses in Human Collision Threat Detection 2020 10.31234/osf.io/ca3h9
  134. Anstis , S. Moving Objects Appear to Slow Down at Low Contrasts Neural Networks 16 5-6 933 938 2003
  135. Howe , P.D.L. , Thompson , P.G. , Anstis , S.M. , Sagreiya , H. , and et al. Explaining the Footsteps, Belly Dancer, Wenceslas, and Kickback Illusions Journal of Vision 6 12 5 5 2006
  136. Rouphail , N.M. , Yang , Z.S. , and Frazio , J. Comparative Study of Short- and Long-Term Urban Freeway Work Zones Transportation Research Record: Journal of the Transportation Research Board, No. 1163 4 14 1988
  137. Garber , N.J. and Woo , T.S.H. 1990
  138. Hall , J.W. and Lorenz , V.M. Characteristics of Construction-Zone Accidents Transportation Research Record 1230 20 27 1989
  139. Nemeth , Z.A. and Migletz , D.J. Accident Characteristics Before, During, and After Safety Upgrading Projects on Ohio’s Rural Interstate System Transportation Research Record 672 19 23 1978
  140. Rouphail , N.M. , Yang , Z.S. , and Fazio , J. Comparative Study of Short-and Long-Term Urban Freeway Work Zones Transportation Research Record 1163 4 14 1988
  141. Hanscom , F.R. and Pain , R.F. 1990
  142. Blomberg , R.D. , Hale , A. , and Preusser , D.F. Conspicuity for Pedestrians and Bicyclists: Definition of the Problem, Development and Test of Countermeasures 1984
  143. Curry , D.G. and Nielsen , E.A. Driver Detection of Roadside Obstacles at Night Proceedings of the Human Factors and Ergonomic Society 51st Annual Meeting 2007
  144. Dinakar , S. and Muttart , J. Driver Behavior in Left Turn Across Path from Opposite Direction Crash and Near Crash Events from SHRP2 Naturalistic Driving SAE Technical Paper No. 2019-01-0414 2019 https://doi.org/10.4271/2019-01-0414
  145. Tesla S Owner’s Manual https://www.tesla.com/sites/default/files/model_s_owners_manual_north_america_en_us.pdf
  146. AAA Evaluation of Active Driving Assistance Systems Aug. 2020 http://media.acg.aaa.com/content/1205/files/E_1_%20Research%20Report%20%20Evaluating%20ADA%20(FINAL%207-13-20)(1).pdf
  147. Sidaway , B. , Fairweather , M. , Sekiya , H. McNitt-Gray , J. Time-to-Collision Estimation Is a Simulated Driving Task Human Factors 38 101 113 1996
  148. Sayer , J.R. , Bogard , S.E. , Buonarosa , M.L. , LeBlanc , D.J. et al. Integrated Vehicle-Based Safety Systems Light-Vehicle Field Operational Test Key Findings Report (Technical Report UMTRI-2010-21) Ann Arbor, MI University of Michigan Transportation Research Institute 2011
  149. Worrall , R.D. and Bullen , A.G.R. An Empirical Analysis of Lane Changing on Multilane Highways Highway Research Board 303 30 43 1970
  150. Milton , J. and Mannering , F. The Relationship among Highway Geometrics, Traffic Related Elements and Motor-Vehicle Accident Frequencies Transportation 25 395 413 1998
  151. A Freedom of Information (FoI) Request Sent by Panorama to Highways England https://www.bbc.com/news/uk-politics-51851421
  152. Kim , J.-K. , Wang , Y. , and Ulfarsson , G.F. Modeling the Probability of Freeway Rear-End Crash Occurrence Journal of Transportation Engineering. 133 11 19 2007
  153. Bärgman , J. , Boda , C.N. , and Dozza , M. Counterfactual Simulations Applied to SHRP 2 Crashes: The Effect of Driver Behavior Models on Safety Benefit Estimations of Intelligent Safety Systems Accident Analysis & Prevention 102 165 180 2017

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