DrivingResearch.

adas effectiveness

Real-world safety benefit of advanced driver assistance features: whether AEB, lane-keeping, blind-spot warning, forward-collision warning, and similar systems actually reduce crashes, injuries, or insurance claims. Concerns measured efficacy and outcome evaluation of ADAS, NOT the SAE-level taxonomy of combined automation (l2_supervised) or how well a driver trusts a system (trust_calibration).

Relevant standards

  • ADR 108/00 — Australian Design Rule 108/00 – Reversing Technologies
  • ADR 97/00 — Australian Design Rule 97/00 – Advanced Emergency Braking for Omnibuses, and Medium and Heavy Goods Vehicles
  • ADR 98/01 — Australian Design Rule 98/01 – Advanced Emergency Braking for Passenger Vehicles and Light Goods Vehicles
  • ADR 99/00 — Australian Design Rule 99/00 – Lane Departure Warning Systems
  • CMVSS 111 — Mirrors and Visibility Systems
  • Commission Delegated Regulation (EU) 2021/1958 — Commission Delegated Regulation (EU) 2021/1958 supplementing Regulation (EU) 2019/2144 by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of motor vehicles with regard to their intelligent speed assistance systems
  • Commission Delegated Regulation (EU) 2022/545 — Commission Delegated Regulation (EU) 2022/545 supplementing Regulation (EU) 2019/2144 by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of motor vehicles with regard to their event data recorder and for the type-approval of those systems as separate technical units
  • Commission Implementing Regulation (EU) 2021/646 — Commission Implementing Regulation (EU) 2021/646 laying down rules for the application of Regulation (EU) 2019/2144 as regards uniform procedures and technical specifications for the type-approval of motor vehicles with regard to their emergency lane-keeping systems (ELKS)
  • Euro NCAP Assessment Protocol – Vulnerable Road User Protection v11.4 — Euro NCAP Assessment Protocol – Vulnerable Road User Protection
  • Euro NCAP Assisted Driving — Highway Assist Systems — Test & Assessment Protocol v1.1 (Implementation 2023) — Assisted Driving — Highway Assist Systems — Test & Assessment Protocol
  • Euro NCAP Safe Driving - Driver Engagement Protocol (v1.1) — Euro NCAP Safe Driving Driver Engagement Protocol
  • Euro NCAP Test Protocol – AEB Car-to-Car Systems v4.3.1 — Euro NCAP Test Protocol – AEB Car-to-Car systems
  • Euro NCAP Test Protocol – AEB/LSS VRU Systems v4.5.1 — Euro NCAP Test Protocol – AEB/LSS VRU systems
  • Euro NCAP Test Protocol – Lane Support Systems v4.2 — Euro NCAP Test Protocol – Lane Support Systems
  • GB/T 20608-2006 — Intelligent transportation systems — Adaptive cruise control systems — Performance requirements and test procedures
  • GB/T 26773-2011 — Intelligent transport systems — Lane departure warning systems — Performance requirements and test procedures
  • GB/T 33577-2017 — Intelligent transportation systems — Forward vehicle collision warning systems — Performance requirements and test procedures
  • GB/T 39263-2020 — Road vehicles—Advanced driver assistance systems—Terms and definitions
  • GB/T 39265-2020 — Road vehicles — Performance requirements and testing methods for blind spot detection (BSD) system
  • GB/T 39323-2020 — Performance requirement and testing method for lane keeping assist (LKA) system of passenger cars
  • GB/T 39901-2021 — Performance requirements and test methods for advanced emergency braking system (AEBS) of passenger cars
  • GB/T 41796-2022 — Performance requirements and test methods for lane keeping assist system of commercial vehicles
  • IIHS Pedestrian Automatic Emergency Braking Test Protocol — Pedestrian Automatic Emergency Braking Test Protocol (Version IV)
  • IIHS Safeguards For Partial Driving Automation — Test Protocol and Rating Guidelines, Version I (March 2024) — Safeguards For Partial Driving Automation Test Protocol and Rating Guidelines
  • IIHS Vehicle-to-Vehicle Front Crash Prevention 2.0 Test Protocol — Vehicle-to-Vehicle Front Crash Prevention 2.0 Test Protocol (Version II)
  • ISO 11067:2015 — Intelligent transport systems — Curve speed warning systems (CSWS) — Performance requirements and test procedures
  • ISO 11270:2014 — Intelligent transport systems — Lane keeping assistance systems (LKAS) — Performance requirements and test procedures
  • ISO 15622:2018 — Intelligent transport systems — Adaptive cruise control systems — Performance requirements and test procedures
  • ISO 15623:2013 — Intelligent transport systems — Forward vehicle collision warning systems — Performance requirements and test procedures
  • ISO 17361:2017 — Intelligent transport systems — Lane departure warning systems — Performance requirements and test procedures
  • ISO 17386:2023 — Intelligent transport systems — Manoeuvring aids for low-speed operation (MALSO) — Performance requirements and test procedures
  • ISO 17387:2008 — Intelligent transport systems — Lane change decision aid systems (LCDAS) — Performance requirements and test procedures
  • ISO 18682:2016 — Intelligent transport systems — External hazard detection and notification systems — Basic requirements
  • ISO 19237:2017 — Intelligent transport systems — Pedestrian detection and collision mitigation systems (PDCMS) — Performance requirements and test procedures
  • ISO 19638:2018 — Intelligent transport systems — Road boundary departure prevention systems (RBDPS) — Performance requirements and test procedures
  • ISO 20035:2019 — Intelligent transport systems — Cooperative adaptive cruise control systems (CACC) — Performance requirements and test procedures
  • ISO 20901:2020 — Intelligent transport systems — Emergency electronic brake light systems (EEBL) — Performance requirements and test procedures
  • ISO 21202:2020 — Intelligent transport systems — Partially automated lane change systems (PALS) — Functional / operational requirements and test procedures
  • ISO 21717:2018 — Intelligent transport systems — Partially Automated In-Lane Driving Systems (PADS) — Performance requirements and test procedures
  • ISO 22078:2020 — Intelligent transport systems — Bicyclist detection and collision mitigation systems (BDCMS) — Performance requirements and test procedures
  • ISO 22178:2009 — Intelligent transport systems — Low speed following (LSF) systems — Performance requirements and test procedures
  • ISO 22179:2009 — Intelligent transport systems — Full speed range adaptive cruise control (FSRA) systems — Performance requirements and test procedures
  • ISO 22839:2013 — Intelligent transport systems — Forward vehicle collision mitigation systems — Operation, performance, and verification requirements
  • ISO 23375:2023 — Intelligent transport systems — Collision evasive lateral manoeuvre systems (CELM) — Requirements and test procedures
  • ISO 23376:2021 — Intelligent transport systems — Vehicle-to-vehicle intersection collision warning systems (VVICW) — Performance requirements and test procedures
  • ISO/TS 23792-1:2023 — Intelligent transport systems — Motorway chauffeur systems (MCS) — Part 1: Framework and general requirements
  • JNCAP Autonomous Emergency Braking System [Pedestrian daytime] Performance Testing Method (R7-09) — JNCAP — Autonomous Emergency Braking System [for Pedestrian daytime] Performance Testing Method
  • JNCAP Lane Departure Prevention System Performance Testing Method (R7-14) — JNCAP — Lane Departure Prevention System, etc. — Performance Testing Methods
  • JNCAP Preventive Safety Performance Assessment Procedures — Japan New Car Assessment Program (JNCAP) — Vehicle Safety Performance Evaluation Procedures (Preventive Safety Performance Assessment)
  • KMVSS Article 14-2 (제14조의2) — Korea Motor Vehicle Safety Standards — Lane Departure Warning Device (차로이탈경고장치 / LDWS)
  • KMVSS Article 15-3 (제15조의3) — Korea Motor Vehicle Safety Standards — Emergency Autonomous Braking System (비상자동제동장치 / AEBS)
  • KNCAP — Accident-Prevention (Active) Safety Assessment — Korea New Car Assessment Program — Accident-Prevention Safety Assessment (사고예방안전성)
  • NHTSA NCAP Final Decision Notice — Advanced Driver Assistance Systems and Roadmap (2024) — New Car Assessment Program; Final Decision Notice — Advanced Driver Assistance Systems and Roadmap
  • NHTSA NCAP Request for Comments (2022) — Proposed ADAS Additions and Test Procedures — New Car Assessment Program (Request for Comments, 9 March 2022)
  • Regulation (EU) 2019/2144 — Regulation (EU) 2019/2144 of the European Parliament and of the Council on type-approval requirements for motor vehicles and their trailers as regards their general safety and the protection of vehicle occupants and vulnerable road users (General Safety Regulation II)
  • SAE J2399 — Adaptive Cruise Control (ACC) Operating Characteristics and User Interface
  • SAE J2400 — Human Factors in Forward Collision Warning Systems: Operating Characteristics and User Interface Requirements
  • SAE J2802 — Blind Spot Monitoring System (BSMS): Operating Characteristics and User Interface
  • SAE J2808 — Lane Departure Warning Systems: Information for the Human Interface
  • SAE J3016 — Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles
  • SAE J3029 — Forward Collision Warning and Automatic Emergency Braking Test Procedure and Minimum Performance Requirements — Truck and Bus
  • SAE J3045 — Truck and Bus Lane Departure Warning Systems Test Procedure and Minimum Performance Requirements
  • SAE J3048 — Driver-Vehicle Interface Considerations for Lane Keeping Assistance Systems
  • SAE J3063 — Active Safety Systems Terms and Definitions
  • SAE J3087 — Automatic Emergency Braking (AEB) System Performance Testing
  • SAE J3088 — Active Safety System Sensors
  • SAE J3240 — Passenger Vehicle Lane Departure Warning, Lane Keeping Assistance, and Lane Centering Assistance Systems Test Procedure
  • UN ECE R131 — Uniform provisions concerning the approval of motor vehicles with regard to Advanced Emergency Braking Systems (AEBS)
  • UN ECE R151 — Uniform provisions concerning the approval of motor vehicles with regard to the Blind Spot Information System for the Detection of Bicycles
  • UN ECE R152 — Uniform provisions concerning the approval of motor vehicles with regard to the Advanced Emergency Braking System (AEBS) for M1 and N1 vehicles
  • UN ECE R157 — Uniform provisions concerning the approval of vehicles with regard to Automated Lane Keeping Systems
  • UN ECE R159 — Uniform provisions concerning the approval of motor vehicles with regard to the Moving Off Information System for the Detection of Pedestrians and Cyclists
  • UN ECE R160 — Uniform provisions concerning the approval of motor vehicles with regard to the Event Data Recorder
  • UN GTR No. 8 — Electronic Stability Control Systems

236 paper(s) · ranked by relevance to this topic

  1. Effectiveness of Advanced Driver Assistance Systems in Preventing System-Relevant Crashes ↗ · 2021 · Spicer, Rebecca S. et al. · indexed
  2. Potential Reduction in Crashes, Injuries and Deaths from Large-Scale Deployment of Advanced Driver Assistance Systems · 2018 · AAA Foundation for Traffic Safety · archived
  3. Field effectiveness evaluation of advanced driver assistance systems ↗ · 2018 · Spicer, Rebecca et al. · indexed
  4. Crash Avoidance Technology Evaluation Using Real-World Crash Data · 2020 · Flannagan, Carol A. et al. · archived
  5. Impact analysis of Advanced Driver Assistance Systems (ADAS) regarding road safety – computing reduction potentials · 2024 · Aleksa, Michael et al. · archived
  6. Examining the Safety Benefits of Partial Vehicle Automation Technologies in an Uncertain Future · 2023 · AAA Foundation for Traffic Safety · archived
  7. Estimating the Effects of Vehicle Automation and Vehicle Weight and Size on Crash Frequency and Severity: Phase 1 · 2024 · Harper, Corey et al. · archived
  8. Safety Benefits of Forward Collision Warning, Brake Assist, and Autonomous Braking Systems in Rear-End Collisions ↗ · 2012 · Kusano, Kristofer D. et al. · indexed
  9. Effects of automatic emergency braking systems to reduce risk of crash and serious injuries among pedestrians and bicyclists · 2025 · Amin, Khabat et al. · archived
  10. Holistic assessment of driver assistance systems: how can systems be assessed with respect to how they impact glance behaviour and collision avoidance? · 2019 · Bärgman, Jonas et al. · archived
  11. Onboard Safety Systems Effectiveness Evaluation Final Report · 2013 · Hickman, Jeffrey S. et al. · archived
  12. An Investigation of the Factors Surrounding Crashes and Near — Crashes of ADAS-Equipped Vehicles · 2025 · Reyes, Michelle L. et al. · archived
  13. Development of Educational Materials for the Public and First Responders on the Limitations of Advanced Driving Assistance Systems · 2022 · Rahman, Md Ashikur et al. · archived
  14. Safety and Cost Assessment of Connected and Automated Vehicles · 2018 · Hendrickson, Chris T. et al. · archived
  15. Impact of Advanced Driver Assistance Systems (ADAS) on Road Safety and Implications for Education, Licensing, Registration, and Enforcement · 2022 · Pradhan, Anuj K. et al. · archived
  16. Analysis of Advanced Driver-Assistance Systems in Police Vehicles · 2023 · Zahabi, Maryam et al. · archived
  17. Automatic Emergency Braking Systems: Leveraging Large-Truck Technology and Engineering to Realize Safety Gains · 2017 · AAA Foundation for Traffic Safety · archived
  18. Injury mitigation estimates for an intersection driver assistance system in straight crossing path crashes in the United States ↗ · 2017 · Scanlon, John M. et al. · indexed
  19. Technical Feasibility of Advanced Driver Assistance Systems (ADAS) for Road Traffic Safety · 2005 · Lu, Meng et al. · archived
  20. Real-World Use of Automated Driving Systems and their Safety Consequences: A Naturalistic Driving Data Analysis · 2020 · Kim, Hyungil et al. · archived
  21. The potential of autonomous emergency braking systems to mitigate passenger vehicle crashes ↗ · 2012 · Doecke, Sam et al. · indexed
  22. Evaluating effectiveness and acceptance of advanced driving assistance systems using field operational test · 2023 · Badweeti, Kasi Nayana et al. · archived
  23. Do Driver Characteristics and Crash Conditions Modify the Effectiveness of Automatic Emergency Braking? ↗ · 2021 · Spicer, Rebecca et al. · indexed
  24. Lane Departure Warning Systems: Leveraging Large-Truck Technology and Engineering to Realize Safety Gains · 2017 · AAA Foundation for Traffic Safety · archived
  25. A comparison of patterns and contributing factors of ADAS and ADS involved crashes · 2024 · Yan, Song et al. · archived
  26. Benefit Assessment of Forward-Looking Safety Systems ↗ · 2011 · Hannawald, L et al. · indexed
  27. Cyclist at 12 o'clock: a systematic review of in-vehicle ADAS for preventing car-cyclist crashes · 2024 · Useche, Sergio A. et al. · archived
  28. Effects on crash risk of automatic emergency braking systems for pedestrians and bicyclists · 2023 · Kullgren, Anders et al. · archived
  29. Field Study of Light-Vehicle Crash Avoidance Systems: Automatic Emergency Braking and Dynamic Brake Support · 2018 · Flannagan, Carol A. et al. · archived
  30. Safety impact of an integrated crash warning system based on field test data. · 2011 · Nodine, Emily E. et al. · archived
  31. Video-Based Onboard Safety Monitoring Systems: Leveraging Large-Truck Technology and Engineering to Realize Safety Gains · 2017 · AAA Foundation for Traffic Safety · archived
  32. Accelerating the Adoption of Advanced Driver Assistance Systems (ADAS): “Tech-Celerate Now” Phase 1 · 2024 · Staples, Barbara et al. · archived
  33. Advanced Driver Assistance Systems and Older Drivers: Changes in Prevalence, Use, and Perceptions Over 3 Years of the AAA LongROAD Study · 2021 · AAA Foundation for Traffic Safety · archived
  34. Potential safety benefits of lane departure prevention technology ↗ · 2018 · Penmetsa, Praveena et al. · indexed
  35. Air Disc Brakes: Leveraging Large-Truck Technology and Engineering to Realize Safety Gains · 2017 · AAA Foundation for Traffic Safety · archived
  36. Simulation of Real Crashes as a Method for Estimating the Potential Benefits of Advanced SafetyTechnologies ↗ · 2009 · Erbsmehl, Christian · indexed
  37. Benefit Estimation of a Lane Departure Warning System using ASSTREET ↗ · 2012 · Tanaka, Shin et al. · indexed
  38. Estimation of Safety Benefits for Heavy-Vehicle Crash Warning Applications Based on Vehicle-to-Vehicle Communications · 2017 · Guglielmi, John et al. · archived
  39. Characteristics of rear-end crashes involving passenger vehicles with automatic emergency braking ↗ · 2019 · Cicchino, Jessica B. et al. · indexed
  40. Lane Departure Warning and Prevention Systems in the U.S. Vehicle Fleet: Influence of Roadway Characteristics on Potential Safety Benefits ↗ · 2016 · Scanlon, John M. et al. · indexed
  41. Improving the safety relevance of automatic emergency braking testing programs: An examination of common characteristics of police-reported rear-end crashes in the United States ↗ · 2022 · Kidd, David G. · indexed
  42. Automatic Emergency Braking for Pedestrians: Effective Target Population and Expected Safety Benefits ↗ · 2013 · Chauvel, Cyril et al. · indexed
  43. Characteristics of Rear-End Collisions: A Comparison between Automated Driving System-Involved Crashes · 2024 · Huang, Chunxi et al. · archived
  44. Analysis of Advanced Driver Assistance Systems in Police Vehicles: A Survey Study · 2021 · Wozniak, David et al. · archived
  45. Advanced Crash Avoidance Technologies (ACAT) Program - Final Report of the Volvo-Ford-UMTRI Project: Safety Impact Methodology for Lane Departure Warning - Method Development and Estimation of Benefits · 2010 · Gordon, T. et al. · archived
  46. A Note on Tesla's Revised Safety Report Crash Rates · 2023 · Goodall, Noah · archived
  47. An Empirically Based Process for Estimating Safety Benefits ↗ · 2007 · Burgett, August et al. · indexed
  48. Analysis of Contributing Factors in Crashes Involving Electric Vehicles and Vehicles with Automated Features · 2025 · Harper, Corey et al. · archived
  49. Vehicle Owners’ Experiences with and Reactions to Advanced Driver Assistance Systems · 2018 · AAA Foundation for Traffic Safety · archived
  50. The effect of a low-speed automatic brake system estimated from real life data. ↗ · 2012 · Isaksson-Hellman, Irene et al. · indexed
  51. The effect of a low-speed automatic brake system estimated from real life data. ↗ · 2012 · Isaksson-Hellman, Irene et al. · indexed
  52. Evaluating Older Drivers’ Reaction to Forward Collision Warning (FCW) and Automated Emergency Braking (AEB) Systems Under Conditions of Distraction Using a Driving Simulator · 2025 · Olufowobi, Oluwaseun et al. · archived
  53. Evaluation of the Mack Intelligent Vehicle Field Operational Test: September 2006 · 2006 · NHTSA · archived
  54. Pattern recognition in crash clusters involving vehicles with advanced driving technologies ↗ · 2025 · Das, Subasish · indexed
  55. A Generative Approach to Estimate Effects of Safety Systems for Rear-End Collisions Using ASSTREET ↗ · 2011 · Yasuda, Hiroshi et al. · indexed
  56. Behavioural impacts of Advanced Driver Assistance Systems–an overview · 2019 · Brookhuis, Karel et al. · archived
  57. Naturalistic Driving Data Baseline for Automated Driving System-Equipped Commercial Motor Vehicles [Technology Brief] · 2021 · NHTSA · archived
  58. Evaluating Older Drivers’ Reaction to Forward Collision Warning (FCW) and Automated Emergency Braking (AEB) Under Conditions of Distraction Using a Driving Simulation · 2025 · Shirani, Niloufar et al. · archived
  59. Saving lives through advanced vehicle safety technology : intelligent vehicle initiative · 2005 · Hartman, Katherine et al. · archived
  60. Potential Safety Applications of Advanced Technology · 1994 · Fancher, P. et al. · archived
  61. Collision Avoidance Systems - Advancements and Efficiency ↗ · 2015 · Ljung Aust, Mikael et al. · indexed
  62. Effectiveness Estimation Method for Advanced Driver Assistance System and Its Application to Collision Mitigation Brake System ↗ · 2005 · Sugimoto, Yoichi et al. · indexed
  63. Evaluation of an Advanced Driver-Assistance System to Reduce Pedestrian and Rear-End Crashes of Transit Vehicles ↗ · 2021 · Hadi, Mohammed et al. · indexed
  64. Preliminary potential crash prevention estimates for an Intersection Advanced Driver Assistance System in straight crossing path crashes ↗ · 2016 · Scanlon, John M. et al. · indexed
  65. Cost-benefit analysis of road safety improvements · 2003 · NHTSA · archived
  66. Safety Effects of Automated Speed Enforcement Programs ↗ · 2008 · Thomas, Libby J. et al. · indexed
  67. The Effect of ABS as a Preventive Safety Device: The Result of Statistical Analysis Using Integrated Road Traffic Accident Database ↗ · 2009 · Nishida, Yasushi · indexed
  68. Automated Enforcement: A Compendium of Worldwide Evaluations of Results · 2007 · Decina, L. E. (Larry E.) et al. · archived
  69. Federal Motor Carrier Safety Administration’s Advanced System Testing Utilizing a Data Acquisition System on the Highways (FAST DASH): Safety Technology Evaluation Project #1 Blindspot Warning: Final Report · 2014 · Schaudt, William A et al. · archived
  70. Drivers’ Response to Scenarios when Driving Connected and Automated Vehicles Compared to Vehicles with and without Driver Assist Technology · 2022 · Gouribhatla, Raghuveer et al. · archived
  71. Human factors study of driver assistance systems to reduce lane departures and side collision accidents. · 2008 · Johnson, Steven L. · archived
  72. Intelligent Vehicle Initiative 2001 Annual Report - Saving Lives Through Advanced Vehicle Safety Technology · 2001 · Resendes, Raymond · archived
  73. Reductions in Crash Injury and Fatalities Due to Vehicle Stability Control Technology ↗ · 2006 · Bahouth, George · indexed
  74. The new car assessment program suggested approaches for future program enhancements · 2007 · NHTSA · archived
  75. Challenges and recommendations using surrogates for safety impact assessment: correcting misestimations ↗ · 2025 · Bärgman, Jonas et al. · indexed
  76. Indicators of Driver Adaptation to Forward Collision Warnings: A Naturalistic Driving Evaluation · 2019 · Nodine, Emily E. et al. · archived
  77. Bioinjury Implications of Pre-crash Safety Modeling and Intervention Investigators · 2018 · Bolte, John et al. · archived
  78. Safety on the Italian Highways: Impacts of the Highway Chauffeur System · 2019 · Agriesti, Serio et al. · archived
  79. Driving with Influence: Exploring Crash Factors of Automated Systems in Different Roadway Contexts ↗ · 2026 · Astle, W. Abram et al. · indexed
  80. Evaluation of an Automotive Rear-End Collision Avoidance System · 2006 · Najm, Wassim et al. · archived
  81. Automated Enforcement: A Compendium of Worldwide Evaluations of Results [Traffic Tech] · 2007 · NHTSA · archived
  82. Keeping Older Adults Driving Safely: A Research Synthesis of Advanced In-Vehicle Technologies: A LongROAD Study · 2015 · AAA Foundation for Traffic Safety · archived
  83. University of Florida (UF) Testbed Initiative – Alternative Transportation Safety Systems · 2020 · Agarwal, Nithin et al. · archived
  84. Understanding the Impact of Technology: Do Advanced Driver Assistance and Semi-Automated Vehicle Systems Lead to Improper Driving Behavior? · 2019 · AAA Foundation for Traffic Safety · archived
  85. Perceived safety benefits, concerns, and utility of advanced driver assistance systems among owners of ADAS-equipped vehicles ↗ · 2018 · Pradhan, Anuj K. et al. · indexed
  86. Crash Avoidance Research: Enhancing Vehicle Safety Through Advanced Technology · 1999 · NHTSA · archived
  87. Integrated Vehicle Based Safety Systems: A Major ITS Initiative · 2005 · NHTSA · archived
  88. Collision Warning with Auto Brake - A Real-Life Safety Perspective ↗ · 2007 · Coelingh, Erik et al. · indexed
  89. Driving Safer: A Look at How Men and Women Use Advanced Driver Assistance Systems · 2024 · Afshari, Abolfazl et al. · archived
  90. Frequency of target crashes for IntelliDrive safety systems · 2010 · Najm, Wassim G et al. · archived
  91. Intelligent Vehicle Initiative 2002 Annual Report: Saving Lives Through Advanced Vehicle Safety Technology · 2003 · Resendes, Raymond et al. · archived
  92. Method to Assess the Effectiveness of Integrated Pedestrian Protection Safety Systems ↗ · 2009 · Schramm, Stefan et al. · indexed
  93. Benefit estimation model for pedestrian auto brake functionality ↗ · 2010 · Lindman, Magdalena et al. · indexed
  94. Onboard Safety Technology Survey Synthesis - Final Report · 2008 · NHTSA · archived
  95. Integrated Vehicle-Based Safety Systems Heavy-Truck Field Operational Test Independent Evaluation · 2011 · Nodine, Emily et al. · archived
  96. Development of collision avoidance for light vehicles : near-crash/crash event data recorders · 2006 · da Silva, Marco P. et al. · archived
  97. The challenge of ADAS assessment: A scale for the assessment of the HMI of advanced driver assistance technology · 2018 · Biondi, FN et al. · archived
  98. Behavioral adaptation to advanced driver-assistance systems ↗ · 2010 · Hiraoka, Toshihiro et al. · indexed
  99. Examining Senior Drivers’ Attitudes Toward Advanced Driver Assistance Systems After Naturalistic Exposure · 2020 · Liang, Dan et al. · archived
  100. A Novel Driver Warning System with Hedging to Promote Defensive Driving · 2024 · Yang, Di et al. · archived
  101. Cause-and-Effect Analysis of ADAS: A Comparison Study between Literature Review and Complaint Data · 2022 · Ayoub, Jackie et al. · archived
  102. Integrated Vehicle-Based Safety Systems Field Operational Test : Final Program Report · 2011 · Sayer, J. et al. · archived
  103. Driver Reactions in a Vehicle with Collision Warning and Mitigation Technology ↗ · 2015 · Crump, Caroline et al. · indexed
  104. Examining Senior Drivers’ Attitudes Towards Advanced Driver Assistance Systems after Naturalistic Exposure · 2020 · Liang, Dan et al. · archived
  105. Report to Congress on the National Highway Traffic Safety Administration ITS Program : program progress during 1992-1996 and strategic plan for 1997-2002 · 1997 · NHTSA · archived
  106. ANALYSIS OF VEHICLE STABILITY CONTROL (VSC)'S EFFECTIVENESS FROM ACCIDENT DATA ↗ · 2003 · Aga, Masami et al. · indexed
  107. Volvo Drivers’ Experiences With Advanced Crash Avoidance and Related Technologies ↗ · 2013 · Eichelberger, Angela H. et al. · indexed
  108. Safety of Mixed Traffic · 2025 · Huang, Chunxi et al. · archived
  109. Older Drivers and Advanced Driver Assistance Systems · 2020 · AAA Foundation for Traffic Safety · archived
  110. Highway safety performance metrics and emergency response in an advanced transportation environment : final report. · 2016 · Majka, Kevin · archived
  111. Advancing Crash Investigation With Connected and Automated Vehicle Data – Phase 2 · 2023 · Khattak, Asad J. et al. · archived
  112. Safety benefits of stability control systems for tractor- semitrailers ↗ · 2009 · Woodrooffe, John et al. · indexed
  113. EVALUATION OF THE EFFECTIVENESS OF PEDESTRIAN PROTECTION SYSTEMS THROUGH IN-DEPTH ACCIDENT INVESTIGATION, RECONSTRUCTION AND SIMULATION ↗ · 2009 · Barrios, José Manuel Vaquero et al. · indexed
  114. Safety applications of intelligent transportation systems in Europe and Japan. · 2006 · Njord, John et al. · archived
  115. Technology Applications for Traffic Safety Programs: A Primer · 2008 · NHTSA · archived
  116. Integrated Vehicle-Based Safety Systems Field Operational Test Final Program Report ↗ · 2011 · Sayer, James R. et al. · indexed
  117. Effectiveness of Seat Belts in Reducing Injuries · 2007 · Dissanayake, Sunanda et al. · archived
  118. The Effectiveness of Forward Collision Warning Systems in Detecting Real-World Passenger and Nonpassenger Vehicles Relative to a Surrogate Vehicle Target ↗ · 2024 · Kidd, David et al. · indexed
  119. Effects of Training Content and Approach on Drivers’ Understanding of and Performance with Advanced Driver Assistance Systems · 2025 · AAA Foundation for Traffic Safety · archived
  120. Impacts of Connected Vehicle Technology on Automated Vehicle Safety · 2022 · Herbers, Eileen et al. · archived
  121. Estimation of Crash Injury Severity Reduction for Intelligent Vehicle Safety Systems ↗ · 2000 · Najm, Wassim G et al. · indexed
  122. Effectiveness of various safety improvements in reducing crashes on Wyoming roadways. · 2013 · Coulter, Zebulun et al. · archived
  123. Developing a Standardized Performance Evaluation of Vehicles with Automated Driving Features · 2019 · Basantis, Alexis et al. · archived
  124. Assessment of Light-Vehicle ADAS Crash Avoidance Technologies in Response to 2-Wheeled Vehicles as Principal Other Vehicles · 2025 · McDaniel, Marcus C. et al. · archived
  125. Nonconformities in Real-World Fatal Crashes— Electronic Stability Control and Seat Belt Reminders ↗ · 2012 · Lie, Anders · indexed
  126. City Safety - A System Addressing Rear-End Collisions at Low Speeds ↗ · 2009 · Distner, Martin et al. · indexed
  127. Evaluating the Effectiveness of Visual and Auditory ADAS Alerts on Rural Roads Using a Driving Simulator · 2025 · Cruzado, Ivette et al. · archived
  128. Independent Evaluation of Light-Vehicle Safety Applications Based on Vehicle-to-Vehicle Communications Used in the 2012–2013 Safety Pilot Model Deployment · 2015 · Nodine, Emily et al. · archived
  129. Benefits of Safety Belts and Motorcycle Helmets. Report to Congress: February 1996 · 1996 · NHTSA · archived
  130. Driver Behavior in Forward Collision and Lane Departure Scenarios ↗ · 2016 · Gaspar, John et al. · indexed
  131. Correlation Between Traffic Locus of Control and Advanced Driver Assistance System (ADAS) Use ↗ · 2024 · Wei, Linzhuo et al. · indexed
  132. National Survey Identifying Gaps in Consumer Knowledge of Advanced Vehicle Safety Systems ↗ · 2016 · McDonald, Ashley et al. · indexed
  133. Safety evaluation of advance street name signs · 2009 · NHTSA · archived
  134. A Study of Typical P-AEB Test Scenarios Based on Accident Data ↗ · 2026 · Luo, Yajun et al. · indexed
  135. Safety evaluation of advance street name signs · 2009 · Gross, Frank et al. · archived
  136. Public Education about Occupant Protection Technologies and Protecting Occupants with Disabilities · 2022 · Jeihani, Mansoureh et al. · archived
  137. Integrated vehicle-based safety systems : heavy-truck field operational test key findings report. · 2010 · Sayer, James R. et al. · archived
  138. Use, perceptions, and benefits of automotive technologies among aging drivers · 2016 · Eby, David W. et al. · archived
  139. Methodologies For Evaluating The Impact On Safety Of Intelligent Vehicle Highway Systems · 1994 · NHTSA · archived
  140. Traffic safety measures using multiple streams real time data : final report · 2017 · Jafari, Mohsen · archived
  141. Tracking the use of onboard safety technologies across the truck fleet. · 2009 · Belzowski, Bruce M. et al. · archived
  142. Crash Compatibility of Automated Vehicles with Passenger Vehicles · 2021 · Dobrovolny, Chiara Silvestri et al. · archived
  143. Safety Impact Methodology (SIM) for Effectiveness Estimation of a Pre-Collision System (PCS) by Utilizing Driving Simulator Test and EDR Data Analysis ↗ · 2010 · Aoki, Hirofumi et al. · indexed
  144. Driving With a Partially Autonomous Forward Collision Warning System ↗ · 2012 · Muhrer, Elke et al. · indexed
  145. Safety Evaluation of Transverse Rumble: Summary Report · 2012 · Srinivasan, Raghavan{21403} et al. · archived
  146. Crash Outcome Data Evaluation System (CODES) Project Safety Belt and Helmet Analyses · 1996 · Johnson, Sandy et al. · archived
  147. Evaluation of non-freeway rumble strips - phase II. · 2015 · Datta, Tapan K. et al. · archived
  148. A Literature Review of Performance Metrics of Automated Driving Systems for On-Road Vehicles · 2021 · Sharath, Mysore Narasimhamurthy et al. · archived
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  228. Autonomous Vehicle with Emergency Braking Algorithm Based on Multi-Sensor Fusion and Super Twisting Speed Controller ↗ · 2022 · Alsuwian, Turki et al. · indexed
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