takeover transitions
Control-handover events in conditional and high automation: the transition of vehicle control from system to human (or back), takeover request timing, takeover reaction time, takeover quality, and driver re-engagement after disengagement. Concerns the handover event and its dynamics specifically, NOT the SAE level that requires it (l3_conditional) or whether the driver knows which mode is active (mode_awareness).
Relevant standards
- Auto Innovators Level 2 Driver Monitoring Principles (2021) — Level 2 Driver Monitoring Principles
- Euro NCAP Assisted Driving — Highway Assist Systems — Test & Assessment Protocol v1.1 (Implementation 2023) — Assisted Driving — Highway Assist Systems — Test & Assessment Protocol
- GB/T 40429-2021 — Taxonomy of driving automation for vehicles
- GB/T 44721-2024 — Intelligent and connected vehicle—General technical requirements for automated driving system
- ISO 23793-1:2024 — Intelligent transport systems — Minimal risk manoeuvre (MRM) for automated driving — Part 1: Framework, straight-stop and in-lane stop
- ISO/DIS 23792-2 — Intelligent transport systems — Motorway chauffeur systems (MCS) — Part 2: Requirements and test procedures for discretionary lane change
- ISO/PAS 11585:2023 — Road vehicles — Partial driving automation — Technical characteristics of conditional hands-free driving systems
- ISO/TR 21959-1:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 1: Common underlying concepts
- ISO/TR 21959-2:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 2: Considerations in designing experiments to investigate transition processes
- MLIT Study Group Final Report on Measures to Ensure Safety Performance of Automated Vehicles (2025) — MLIT — Final Report, Study Group on Measures to Ensure Safety Performance of Automated Vehicles
- SAE J3018 — Safety-Relevant Guidance for On-Road Testing of Prototype Automated Driving System (ADS)-Operated Vehicles
- SAE J3114 — Human Factors Definitions for Automated Driving and Related Research Topics
- UN ECE R157 — Uniform provisions concerning the approval of vehicles with regard to Automated Lane Keeping Systems
- UN ECE R79 — Uniform provisions concerning the approval of vehicles with regard to steering equipment
219 paper(s) · ranked by relevance to this topic
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Towards Safe and Comfortable Vehicle Control Transitions: A Systematic Review of Takeover Time, Time Budget, and Takeover Performance · 2025 · Liang, Kexin et al. · archived
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Takeover performance according to the level of disengagement during automated driving · 2022 · Gallouin, Evan et al. · archived
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Autonomous driving: investigating the feasibility of car-driver handover assistance · 2015 · Walch, Marcel et al. · archived
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Noncritical State Transitions During Conditionally Automated Driving on German Freeways: Effects of Non–Driving Related Tasks on Takeover Time and Takeover Quality ↗ · 2019 · Naujoks, Frederik et al. · indexed
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Takeover Time in Highly Automated Vehicles: Noncritical Transitions to and From Manual Control ↗ · 2017 · Eriksson, Alexander et al. · indexed
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Transition to manual: Driver behaviour when resuming control from a highly automated vehicle ↗ · 2014 · Merat, Natasha et al. · indexed
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Handovers and Resumption of Control in Semi-Autonomous Vehicles ↗ · 2017 · Mirnig, Alexander G. et al. · indexed
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Toward Computational Simulations of Behavior During Automated Driving Takeovers: A Review of the Empirical and Modeling Literatures · 2019 · McDonald, Anthony D. et al. · archived
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Task Interruption and Control Recovery Strategies After Take-Over Requests Emphasize Need for Measures of Situation Awareness ↗ · 2020 · Vogelpohl, Tobias et al. · indexed
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Toward Computational Simulations of Behavior During Automated Driving Takeovers: A Review of the Empirical and Modeling Literatures · 2019 · McDonald, Anthony D et al. · archived
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The Effect of Urgency of Take-Over Requests During Highly Automated Driving Under Distraction Conditions · 2021 · Naujoks, Frederik et al. · archived
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Take-Over Performance and Safety Analysis Under Different Scenarios and Secondary Tasks in Conditionally Automated Driving · 2019 · Wu, Chaozhong et al. · archived
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Coming back into the loop: Drivers’ perceptual-motor performance in critical events after automated driving · 2017 · Louw, Tyron et al. · archived
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Adaptive Time Budgets for Safe and Comfortable Vehicle Control Transition in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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Driver Reactions to Automated Vehicles · 2018 · Eriksson, Alexander et al. · archived
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Reaction Times When Switching From Autonomous to Manual Driving Control ↗ · 2016 · Funkhouser, Kelly et al. · indexed
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“Take over!” How long does it take to get the driver back into the loop? ↗ · 2013 · Gold, Christian et al. · indexed
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Transition of Control: Automation Giving Back Control to the Driver · 2021 · Willemsen, Dehlia et al. · archived
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Your Interface, Your Control: Adapting Takeover Requests for Seamless Handover in Semi-Autonomous Vehicles · 2025 · Gomaa, Amr et al. · archived
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Emergency, Automation Off: Unstructured Transition Timing for Distracted Drivers of Automated Vehicles ↗ · 2015 · Mok, Brian et al. · indexed
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Taking Over Control From Highly Automated Vehicles in Complex Traffic Situations ↗ · 2016 · Gold, Christian et al. · indexed
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Human-Centered Intervention Based on Tactical-Level Input in Unscheduled Takeover Scenarios for Highly-Automated Vehicles · 2020 · Kamezaki, Mitsuhiro et al. · archived
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Modeling Drivers’ Takeover Behavior Depending on the Criticality of Driving Situations and the Complexity of Secondary Tasks ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Decoding Driver Takeover Behaviour in Conditional Automation with Immersive Virtual Reality · 2024 · Ansar, Muhammad Sajjad et al. · archived
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Incorporating different phases of situation awareness information into the design of advanced takeover requests for urgent takeover scenarios ↗ · 2026 · Lai, Hsueh-Yi et al. · indexed
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Autonomous Vehicles that Alert Humans to Take-Over Controls: Modeling with Real-World Data · 2021 · Rangesh, Akshay et al. · archived
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Effects of unreliable automation, non-driving related task, and takeover time budget on drivers’ takeover performance and workload ↗ · 2022 · Shahini, Farzaneh et al. · indexed
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Time Required for Take-over from Automated to Manual Driving ↗ · 2016 · Ito, Toshio et al. · indexed
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Timing of unstructured transitions of control in automated driving ↗ · 2015 · Mok, Brian et al. · indexed
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A quantitative model of takeover request time budget for conditionally automated driving · 2024 · Tanshi, Foghor et al. · archived
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Predicting Driver Takeover Time in Conditionally Automated Driving · 2021 · Ayoub, Jackie et al. · archived
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The Effects of Lead Time of Take-Over Request and Nondriving Tasks on Taking-Over Control of Automated Vehicles ↗ · 2018 · Wan, Jingyan et al. · indexed
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Assessment of Driver Situation for Control Authority Transition from Conditionally Automated Vehicles using Chassis and Galvanic Skin Response Sensors ↗ · 2025 · Dogan, Daghan et al. · indexed
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Determining Key Parameters with Data-Assisted Analysis of Conditionally Automated Driving · 2023 · Gruden, Timotej et al. · archived
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Driving Performance After Self-Regulated Control Transitions in Highly Automated Vehicles ↗ · 2017 · Eriksson, Alexander et al. · indexed
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Examining the Role of Driver Perception in Takeover Time: Application of Task-Capability Interface Theory ↗ · 2024 · Liang, Kexin et al. · indexed
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Transfer from Highly Automated to Manual Control: Performance & Trust · 2016 · Schwarz, Chris et al. · archived
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Systematic review and meta-analysis of take-over time from automated driving at SAE levels 2 and 3 to manual control ↗ · 2025 · Sekadakis, Marios et al. · indexed
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Transitioning back from SAE-L3 autonomy – comparing traded and shared control ↗ · 2020 · Abbink, David A. · indexed
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Comparative safety analysis of take-over control mechanisms of conditionally automated vehicles ↗ · 2025 · Karimi, Arastoo et al. · indexed
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Takeover performance evaluation using driving simulation: a systematic review and meta-analysis · 2021 · Soares, Sónia et al. · archived
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Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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The influence of time-criticality on Situation Awareness when retrieving human control after automated driving ↗ · 2013 · van den Beukel, Arie Paul et al. · indexed
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Examining effects of scenario type and vehicle speed on takeover readiness and performance in conditionally automated driving ↗ · 2020 · Tilbury, Dawn M. et al. · indexed
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Predicting drivers’ takeover time for safe and comfortable vehicle control transitions: The role of spare capacity and driver characteristics ↗ · 2025 · Liang, Kexin et al. · indexed
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Guiding Driver Responses During Manual Takeovers from Automated Vehicles · 2023 · Greatbatch, Richard et al. · archived
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Design of Conditional Driving Automation Variables to Improve Takeover Performance ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Examining the Effects of Emotional Valence and Arousal on Takeover Performance in Conditionally Automated Driving · 2020 · Zhou, Feng et al. · archived
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Multidimensional Assessment of Takeover Performance in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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Modeling of takeover variables with respect to driver situation awareness and workload for intelligent driver assistance ↗ · 2019 · Tanshi, Foghor et al. · indexed
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After Vehicle Automation Fails: Analysis of Driver Steering Behavior after a Sudden Deactivation of Control · 2018 · DinparastDjadid, Azadeh et al. · archived
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A Systematic Review of Metrics Measuring Takeover Performance in Conditionally Automated Driving ↗ · 2025 · Tilbury, Dawn M. et al. · indexed
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Development of Situational Awareness Enhancing System for Manual Takeover of AV · 2023 · Li, Yujie et al. · archived
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National Advanced Driving Simulator Measures Driver Interactions with Automated Driving System · 2017 · NHTSA · archived
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Utilization of Drivetime – Performing Non-Driving Related Tasks While Driving Highly Automated ↗ · 2015 · Gold, Christian et al. · indexed
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Prediction of take-over time in highly automated driving by two psychometric tests · 2015 · Körber, Moritz et al. · archived
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Measuring and Predicting Drivers’ Takeover Readiness and Supporting Takeover Transitions in Automated Driving · 2023 · AAA Foundation for Traffic Safety · archived
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Predicting Driver Takeover Performance in Conditional Automation (Level 3) through Physiological Sensing · 2024 · Deng, Min et al. · archived
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Using Human-Machine Interfaces To Convey Feedback in Automated Vehicles · 2019 · Shull, Emily et al. · archived
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Predicting Takeover Performance in Conditionally Automated Driving ↗ · 2020 · Du, Na et al. · indexed
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Where drivers are looking at during takeover: Implications for safe takeovers during conditionally automated driving ↗ · 2023 · Huang, Chao et al. · indexed
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How Traffic Situations and Non-Driving Related Tasks Affect the Take-Over Quality in Highly Automated Driving ↗ · 2014 · Radlmayr, Jonas et al. · indexed
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The Effect of Fatigue on Take-over Performance in Urgent Situations in Conditionally Automated Driving ↗ · 2019 · Feldhutter, Anna et al. · indexed
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The implication of non-driving activities on situation awareness and take-over performance in level 3 automation ↗ · 2020 · Yang, Lichao et al. · indexed
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Countermeasures To Detect and Combat Inattention While Driving Partially Automated Systems · 2023 · Paras, Carolina Rodriguez et al. · archived
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Driver Inattention During Vehicle Automation: How Does Driver Engagement Affect Resumption Of Control? ↗ · 2015 · Louw, Tyron et al. · indexed
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Human Factors Evaluation of Level 2 and Level 3 Automated Driving Concepts ↗ · 2015 · Blanco, Myra et al. · indexed
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Post-Takeover Proficiency in Conditionally Automated Driving: Understanding Stabilization Time with Driving and Physiological Signals ↗ · 2024 · Gruden, Timotej et al. · indexed
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Safe Control Transitions: Machine Vision Based Observable Readiness Index and Data-Driven Takeover Time Prediction · 2023 · Greer, Ross et al. · archived
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Using Driver State Detection in Automated Vehicles · 2018 · Gaspar, John et al. · archived
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Minimum Time to Situational Awareness During Transfer of Control Under Varying Levels of Task Load · 2020 · Knodler, Michael A. et al. · archived
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The Challenges of Driving Mode Switching in Automated Vehicles: A Review ↗ · 2023 · Hu, Lin et al. · indexed
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Control Transition Interfaces in Semiautonomous Vehicles ↗ · 2017 · Mirnig, Alexander G. et al. · indexed
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Applicability of risky decision-making theory to understand drivers' behaviour during transitions of control in vehicle automation · 2019 · GONÇALVES, Rafael Cirino et al. · archived
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Effects of Non-Driving Related Task Modalities on Takeover Performance in Highly Automated Driving ↗ · 2018 · Wandtner, Bernhard et al. · indexed
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Effects of Level 3 Automated Vehicle Drivers’ Fatigue on Their Take-Over Behaviour: A Literature Review ↗ · 2021 · Guo, Hanying et al. · indexed
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Bridging Gaps Among Human, Assisted, and Automated Driving With DVIs: A Conceptional Experimental Study ↗ · 2018 · Wang, Jiao et al. · indexed
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Predicting driver takeover performance in conditionally automated driving ↗ · 2020 · Du, Na et al. · indexed
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Moving Into the Loop: An Investigation of Drivers' Steering Behavior in Highly Automated Vehicles ↗ · 2020 · Alsaid, Areen et al. · indexed
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Influence of Surrounding Traffic and System Behaviors on Driver-Initiated Automation Disengagements in Urban Overtaking Scenarios ↗ · 2025 · Muslim, Husam et al. · indexed
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DeepTake: Prediction of Driver Takeover Behavior using Multimodal Data · 2020 · Pakdamanian, Erfan et al. · archived
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Predicting Takeover Performance and Identifying Behavioral Patterns in Autonomous Vehicles Based on Readiness State and Scenario Complexity ↗ · 2025 · Lai, Hsueh-Yi et al. · indexed
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Highly automated driving: the role of visuo-attentional and executive abilities in take-over success · 2025 · Schnebelen, Damien et al. · archived
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A Bayesian Regression Analysis of the Effects of Alert Presence and Scenario Criticality on Automated Vehicle Takeover Performance ↗ · 2023 · Alambeigi, Hananeh et al. · indexed
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Determination of Takeover Time Budget Based on Analysis of Driver Behavior · 2022 · Tanshi, Foghor et al. · archived
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The Effects of Non-Driving-Related Task Engagement on Automated Driving Takeover Performance During the Nighttime ↗ · 2022 · Liang, Nade et al. · indexed
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Impact of take-over control mechanisms on merging operations of conditionally automated vehicles ↗ · 2025 · Karimi, Arastoo et al. · indexed
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Effects of Non-Driving-Related Task Attributes on Takeover Quality in Automated Vehicles ↗ · 2020 · Lee, Seul Chan et al. · indexed
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Linking Behaviour and Perception to Evaluate Meaningful Human Control over Partially Automated Driving · 2026 · George, Ashwin et al. · archived
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Modeling Driver Behavior during Automated Vehicle Platooning Failures · 2021 · McDonald, Anthony D et al. · archived
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Effects of integrated takeover request warning with personal portable device on takeover time and post-takeover performance in level 3 driving automation ↗ · 2024 · Talukder, Niloy et al. · indexed
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Effects of Traffic Conditions on Driver Takeover Performance and Situational Awareness ↗ · 2023 · Jia, Lesong et al. · indexed
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The role of take-over cue informativity in interrupted take-over requests in a semi-automated driving scenario · 2026 · Berger, Alexander et al. · archived
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Effects of Distraction in On-Road Level 2 Automated Driving: Impacts on Glance Behavior and Takeover Performance ↗ · 2021 · Yang, Shiyan et al. · indexed
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Prior Familiarization With Takeover Requests Affects Drivers’ Takeover Performance and Automation Trust ↗ · 2017 · Hergeth, Sebastian et al. · indexed
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Exploring driving anger-caused impairment of takeover performance among professional taxi drivers · 2024 · Pan, Hengyan et al. · archived
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Confidence Horizon for a Dynamic Balance between Drivers and Vehicle Automation: First Sketch and Application · 2022 · Herzberger, Nicolas et al. · archived
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Exploring the Impact of the Takeover Time for Conditionally Automated Driving Vehicles on Traffic Flow in Highway Merging Area ↗ · 2022 · Liu, Qingchao et al. · indexed
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An Analysis of Driver-Initiated Takeovers during Assisted Driving and their Effect on Driver Satisfaction · 2024 · Schwager, Robin et al. · archived
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Which accuracy levels of positioning technologies do drivers really need in connected vehicle settings for safety? · 2021 · Du, Na et al. · archived
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Wake Up and Take Over! The Effect of Fatigue on the Take-over Performance in Conditionally Automated Driving ↗ · 2018 · Feldhutter, Anna et al. · indexed
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Cooperation Between Vehicle and Driver: Predicting the Driver’s Takeover Capability in Cooperative Automated Driving Based on Orientation Patterns · 2024 · Herzberger, Nicolas et al. · archived
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Impact of duration of monitoring before takeover request on takeover time with insights into eye tracking data ↗ · 2023 · Huang, Chao et al. · indexed
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Human-Machine Interfaces and Vehicle Automation: The Effect of HMI Design on Driver Performance and Behavior · 2023 · Wang, Meng et al. · archived
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Attentive User Interfaces to Improve Multitasking and Take-Over Performance in Automated Driving ↗ · 2019 · Wintersberger, Philipp et al. · indexed
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Human Factors of Driving Automation: Evasive Maneuver Event Response Evaluation · 2023 · Britten, Nicholas N et al. · archived
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Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated vehicles ↗ · 2025 · Pradhan, Anuj K. · indexed
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Predicting Take-over Time for Autonomous Driving with Real-World Data:\n Robust Data Augmentation, Models, and Evaluation · 2021 · Rangesh, Akshay et al. · archived
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I’ve Got the Power: Exploring the Impact of Cooperative Systems on Driver-Initiated Takeovers and Trust in Automated Vehicles ↗ · 2023 · Woide, Marcel et al. · indexed
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Takeover Safety Analysis with Driver Monitoring Systems and Driver–Vehicle Interfaces in Highly Automated Vehicles ↗ · 2021 · Yu, Dongyeon et al. · indexed
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Effects of Task-Induced Fatigue in Prolonged Conditional Automated Driving ↗ · 2019 · Jarosch, Oliver et al. · indexed
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Evaluation of Autonomous Vehicles and Smart Technologies for Their Impact on Traffic Safety and Traffic Congestion · 2020 · Miles, James et al. · archived
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A Contextual Multimodal System for Increasing Situation Awareness and Takeover Quality in Conditionally Automated Driving · 2023 · Capallera, Marine et al. · archived
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Towards standardized metrics for measuring takeover performance in conditionally automated driving: A systematic review · 2021 · Tilbury, Dawn M. et al. · archived
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Actions speak louder: Effects of a transforming steering wheel on post-transition driver performance ↗ · 2017 · Mok, Brian et al. · indexed
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Designing for the Extremes: Modeling Drivers’ Response Time to Take Back Control From Automation Using Bayesian Quantile Regression ↗ · 2021 · DinparastDjadid, Azadeh et al. · indexed
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Stabilization Time after Mode Switch in Conditionally Automated Driving: Focusing on Drivers Cognitive Load and Visual Attention ↗ · 2025 · Li, Yujin et al. · indexed
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Stabilization Time after Mode Switch in Conditionally Automated Driving: Focusing on Drivers’ Cognitive Load and Visual Attention ↗ · 2025 · Li, Yujin et al. · indexed
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Supporting Driver Attention Toward Potential Hazards During Takeover: A Preliminary Result ↗ · 2024 · Tilbury, Dawn M. et al. · indexed
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The More You Know: Trust Dynamics and Calibration in Highly Automated Driving and the Effects of Take-Overs, System Malfunction, and System Transparency · 2019 · Kraus, Johannes et al. · archived
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Who is performing the driving tasks after interventions? Investigating drivers' understanding of mode transition logic in automated vehicles ↗ · 2024 · Kim, Soyeon et al. · indexed
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An Evaluation of Inclusive Dialogue-Based Interfaces for the Takeover of Control in Autonomous Cars ↗ · 2018 · Politis, Ioannis et al. · indexed
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Takeover Transition in Autonomous Vehicles: A YouTube Study · 2019 · Zhou, Feng et al. · archived
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From Car-Driver-Handovers to Cooperative Interfaces: Visions for Driver-Vehicle Interaction in Automated Driving ↗ · 2017 · Walch, Marcel et al. · indexed
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Human Factors Aspects of the Transfer of Control from the Driver to the Automated Highway System · 1995 · Bloomfield, John R. et al. · archived
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Human factors implications of vehicle automation: Current understanding and future directions · 2014 · Merat, Natasha et al. · archived
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Optimal Time Intervals in Two-Stage Takeover Warning Systems With Insight Into the Drivers’ Neuroticism Personality ↗ · 2021 · Zhang, Wei et al. · indexed
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Impact of Road Event Recognition Reliability in Autonomous Vehicles on Driver Trust and Takeover Performance · 2025 · Chen, Shan-chih et al. · archived
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Predicting Driver Errors during Automated Vehicle Takeovers · 2023 · Alambeigi, Hananeh et al. · archived
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Semi-automated versus highly automated driving in critical situations caused by automation failures · 2014 · Strand, Niklas et al. · archived
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Time to Focus on the Road: Adaptive Monitoring Requests Design for Attentional Shift in Conditional Automated Driving ↗ · 2025 · Lim, Yeonsu et al. · indexed
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Effects of non-driving related tasks on mental workload and take-over times during conditional automated driving · 2021 · Müller, Andreas et al. · archived
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Typology of Behavioral and Emotional Reactions to Uncomfortable Automated Driving Operations · 2024 · Beggiato, Matthias et al. · archived
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Control Transferring between Automated and Manual Driving using Shared Control ↗ · 2017 · Saito, Takahiro et al. · indexed
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The effect of varying levels of vehicle automation on drivers' lane changing behaviour. · 2018 · Madigan, Ruth et al. · archived
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Identifying novice drivers in need of hazard perception ability improvement for takeover performance ↗ · 2024 · Weng, Shixuan et al. · indexed
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Hazards associated with planned transitions in automated driving: A simulator study ↗ · 2022 · Hasegawa, Kunihiro et al. · indexed
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Effect of different alcohol levels on take-over performance in conditionally automated driving · 2018 · Wiedemann, Katharina et al. · archived
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Human system patterns for interaction and cooperation of automated vehicles and humans ↗ · 2023 · Flemisch, Frank et al. · indexed
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Impact of Personality on Takeover Time and Maneuvers Shortly After Takeover Request ↗ · 2024 · Huang, Chao et al. · indexed
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Human-Machine Interfaces and Vehicle Automation: The Effect of HMI Design on Driver Performance and Behavior · 2023 · AAA Foundation for Traffic Safety · archived
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Evaluation of Take-Over Request Lead Time Based on Driving Behavioral Interaction Between Autonomous Vehicles and Manual Vehicles ↗ · 2025 · Ko, Jieun et al. · indexed
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The influence of cognitive ability on older adults’ ability to take over driving control from an automated vehicle ↗ · 2021 · Haghzare, Shabnam et al. · indexed
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Preface to the Special Section on Human Factors and Automation in Vehicles · 2012 · Merat, Natasha et al. · archived
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Look Up! An Eye-Tracking Study on Situation Awareness During Automated Vehicle Takeover ↗ · 2021 · Liang, Nade et al. · indexed
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Cognitive load and task switching in drivers: Implications for road safety in semi-autonomous vehicles ↗ · 2024 · Xu, Jinhui et al. · indexed
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Exploring the Relationship Between Drivers’ Stationary Gaze Entropy and Situation Awareness in a Level-3 Automation Driving Simulation ↗ · 2024 · Ding, Wen et al. · indexed
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The effects of driving with different levels of unreliable automation on self-reported workload and secondary task performance ↗ · 2016 · de Winter, Joost et al. · indexed
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Dynamics of Affective States During Takeover Requests in Conditionally Automated Driving Among Older Adults with and without Cognitive Impairment · 2025 · Hajian, Gelareh et al. · archived
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Disengagement from driving when using automation during a 4-week field trial ↗ · 2021 · Reagan, Ian J. et al. · indexed
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Devil in the details: Systematic review of TOR signals in automated driving with a generic classification framework ↗ · 2022 · Jansen, Reinier J. et al. · indexed
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A temporal analysis of safety drivers taking back control in public roadway automated driving trials ↗ · 2019 · Corcoran, Nicole et al. · indexed
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Training to Improve Drivers’ Behavior When Partial Driving Automation Fails · 2020 · Roberts, Shannon C et al. · archived
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PRECURSOR SYSTEM ANALYSES OF AUTOMATED HIGHWAY SYSTEM. FINAL REPORT. VOLUME III: AUTOMATED CHECK-OUT · 1995 · Turan, Levent et al. · archived
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A Predictive Model of Driver Response in an Autonomous Environment ↗ · 2015 · Samuel, Siby et al. · indexed
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Examining the impacts of drivers’ emotions on takeover readiness and performance in highly automated driving · 2019 · Ayoub, Jackie et al. · archived
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Understanding Driver-Automated Vehicle Interactions Through Wizard of Oz Design Improvisation ↗ · 2015 · Mok, Brian et al. · indexed
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Examining the impacts of drivers' emotions on takeover readiness and performance in highly automated driving · 2019 · Du, Na et al. · archived
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A transforming steering wheel for highly automated cars ↗ · 2015 · Kerschbaum, Philipp et al. · indexed
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Effects of User Interfaces on Take-Over Performance: A Review of the Empirical Evidence · 2021 · Kim, Soyeon et al. · archived
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Insights for the Future of Car Rental and Ridesharing: Driving Behavior Across Different Levels of Automation · 2025 · Meda, Pranav et al. · archived
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Adaptations in driver behaviour characteristics during control transitions from full-range Adaptive Cruise Control to manual driving: an on-road study ↗ · 2020 · Varotto, Silvia F. et al. · indexed
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Behavioural changes in drivers experiencing highly-automated vehicle control in varying traffic conditions · 2013 · Jamson, A. Hamish et al. · archived
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Haptic shared control: smoothly shifting control authority? · 2011 · Abbink, David A. et al. · archived
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An eHMI Presenting Request-to-Intervene and Takeover Status of Level 3 Automated Vehicles to Support Surrounding Traffic Safety · 2026 · Liu, Hailong et al. · archived
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Reliable and transparent in-vehicle agents lead to higher behavioral trust in conditionally automated driving systems · 2023 · Taylor, Skye et al. · archived
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Toward Minimum Startle After Take-Over Request: A Preliminary Study of Physiological Data ↗ · 2020 · Pakdamanian, Erfan et al. · indexed
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Age-related effects of executive function on takeover performance in automated driving · 2022 · Peng, Qijia et al. · archived
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Using Driver State Detection in Automated Vehicles [supporting dataset] · 2019 · Gaspar, John et al. · archived
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Do drivers change their manual car-following behaviour after automated car-following? · 2020 · Louw, Tyron et al. · archived
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Post Take-Over Performance Varies in Drivers of Automated and Connected Vehicle Technology in Near-Miss Scenarios · 2024 · Yamani, Yusuke et al. · archived
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Identifying Deviations from Normal Driving Behavior · 2022 · Hananeh Alambeigi, H et al. · archived
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Take-over performance in evasive manoeuvres · 2017 · Happee, Riender et al. · archived
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Training to Improve Drivers’ Behavior When Partial Driving Automation Fails [supporting datasets] · 2022 · Roberts, Shannon C et al. · archived
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Drowsiness in Conditional Automation: Proneness, diagnosis and driving performance effects ↗ · 2016 · Gonçalves, Joel et al. · indexed
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Designing Alert Systems in Takeover Transitions: The Effects of Display Information and Modality ↗ · 2021 · Du, Na et al. · indexed
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Towards Cooperative Driving: Involving the Driver in an Autonomous Vehicle's Decision Making · 2016 · Walch, Marcel et al. · archived
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Driving performance after an extended period of travel in an automated highway system · 1998 · Bloomfield, John R. et al. · archived
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An Exploratory Study of Driver Response to Reduced System Confidence Notifications in Automated Driving ↗ · 2017 · Tijerina, Louis et al. · indexed
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From Manual Driving to Automated Driving · 2019 · Ayoub, Jackie et al. · archived
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Drivers’ situational awareness of surrounding vehicles during takeovers: Evidence from a driving simulator study ↗ · 2024 · Jia, Lesong et al. · indexed
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The Driver's Response to an Automated Highway System With Reduced Capability · 1996 · Bloomfield, John R. et al. · archived
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A comparative simulator study of reaction times to yellow traffic light under manual and automated driving · 2021 · Rossi, Riccardo et al. · archived
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Examining Driver Situation Awareness in the Takeover Process of Conditionally Automated Driving With the Effect of Age ↗ · 2024 · Ding, Wen et al. · indexed
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Human Factors in the Automated Highway System: Transferring Control to the Driver · 1995 · NHTSA · archived
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Driver heterogeneity in willingness to give control to conditional automation · 2024 · Ansar, Muhammad Sajjad et al. · archived
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Effects of Work Zone Infrastructure on Transitioning from Automated to Manual Driving for Work Zones with Lane Reductions · 2024 · Sanchez, Robert et al. · archived
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Effects of non-driving related tasks during autonomous driving · 2023 · Horáková, Miroslava · archived
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Examining Driver Takeover Decisions and Trust of AVs at Rural Intersections · 2026 · Morris, Nichole L. et al. · archived
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Correct and faulty driver support from shared haptic control during evasive maneuvers ↗ · 2011 · Mulder, Mark et al. · indexed
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Enhancing the Driver's Comprehension of ADS's System Limitations: An HMI for Providing Request-to-Intervene Trigger Information · 2023 · Matsuo, Ryuji et al. · archived
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A dataset on the physiological state and behavior of drivers in conditionally automated driving ↗ · 2023 · Meteier, Quentin et al. · indexed
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Enjoy the Ride Consciously with CAWA: Context-Aware Advisory Warnings for Automated Driving ↗ · 2022 · Pakdamanian, Erfan et al. · indexed
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Attention and Threat Detection: Warnings and How They Affect Takeover Performance ↗ · 2020 · Brunsen, Emily et al. · indexed
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Characterizing Level 2 Automation in a Naturalistic Driving Fleet · 2024 · Perez, Miguel A et al. · archived
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Counteracting driver fatigue in the context of conditional automated driving: an individualized and overarching approach ↗ · 2026 · Loew, Alexandra et al. · indexed
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Back to the future: Brake reaction times for manual and automated vehicles ↗ · 2006 · Young, Mark S. et al. · indexed
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Can EEG Measurements be Used to Estimate the Performance of Taking over Control from an Autonomous Vehicle for Different Levels of Distracted Driving? An Explorative Study ↗ · 2022 · Van Miltenburg, Maykel M.P.G. et al. · indexed
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Toward Shared Control Between Automated Vehicles and Users · 2020 · Terken, Jacques et al. · archived
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Are Drivers Allowed to Sleep? Sleep Inertia Effects Drivers’ Performance after Different Sleep Durations in Automated Driving ↗ · 2023 · Schwarze, Doreen et al. · indexed
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Supervising High Degree Automation in Simulated Air Traffic Control ↗ · 2018 · Bowden, Vanessa et al. · indexed
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Driver intervention performance assessment as a key aspect of L3–L4 automated vehicles deployment ↗ · 2021 · Rodak, Aleksandra et al. · indexed
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Participants' speed-accuracy trade-off behavior in high-stress situations in simulator studies · 2024 · Usai, Marcel et al. · archived
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Event-Triggered Deep Reinforcement Learning Using Parallel Control: A Case Study in Autonomous Driving ↗ · 2023 · Lu, Jingwei et al. · indexed
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Novel coordinated power sources switching strategy for transient performance enhancement of hybrid electric vehicles ↗ · 2022 · Oubelaid, Adel et al. · indexed