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The safe transition from conditional automation to manual driving control is significantly intertwined with the vehicle's lateral and longitudinal dynamics. The transition may occur as a result of a system-initiated mandatory takeover…

Human-Computer Interaction · Computer Science 2024-02-27 Muhammad Sajjad Ansar , Bilal Farooq

Driving is a key component of independence and quality of life for older adults. However, cognitive decline associated with conditions such as mild cognitive impairment and dementia can compromise driving safety and often lead to premature…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Gelareh Hajian , Ali Abedi , Bing Ye , Jennifer Campos , Alex Mihailidis

Recent developments in advanced driving assistance systems (ADAS) that rely on some level of autonomy have led the automobile industry and research community to investigate the impact they might have on driving performance. However, most of…

Human-Computer Interaction · Computer Science 2021-06-15 Walter Morales-Alvarez , Mohamed Marouf , Hadj. Hamma Tadjine , Cristina Olaverri-Monreal

In conditionally automated driving, drivers have difficulty in takeover transitions as they become increasingly decoupled from the operational level of driving. Factors influencing takeover performance, such as takeover lead time and the…

Human-Computer Interaction · Computer Science 2020-01-15 Na Du , Feng Zhou , Elizabeth Pulver , Dawn M. Tilbury , Lionel P. Robert , Anuj K. Pradhan , X. Jessie Yang

With increasing automation in passenger vehicles, the study of safe and smooth occupant-vehicle interaction and control transitions is key. In this study, we focus on the development of contextual, semantically meaningful representations of…

Robotics · Computer Science 2021-07-26 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi

As semi-automated vehicles (SAVs) become more common, ensuring effective human-vehicle interaction during control handovers remains a critical safety challenge. Existing studies often rely on single-session simulator experiments or…

Human-Computer Interaction · Computer Science 2026-04-02 Yasaman Hakiminejad , Shiva Azimi , Luis Gomero , Elizabeth Pantesco , Irene P. Kan , Meltem Izzetoglu , Arash Tavakoli

It is extremely important to ensure a safe takeover transition in conditionally automated driving. One of the critical factors that quantifies the safe takeover transition is takeover time. Previous studies identified the effects of many…

Machine Learning · Computer Science 2021-07-21 Jackie Ayoub , Na Du , X. Jessie Yang , Feng Zhou

When automated driving systems encounter complex situations beyond their operational capabilities, they issue takeover requests, prompting drivers to resume vehicle control and return to the driving loop as a critical safety backup.…

Human-Computer Interaction · Computer Science 2025-08-01 Kexin Liang , Jan Luca Kästle , Bani Anvari , Simeon C. Calvert , J. W. C. van Lint

Before the era of fully automated vehicles, human is consistently an indispensable part of the driving system. Various studies have investigated drivers' cooperation with the vehicle under different conditions. In this article, we analyzed…

Human-Computer Interaction · Computer Science 2024-05-30 Yan Zhang

With the automotive industry transitioning towards conditionally automated driving, takeover warning systems are crucial for ensuring safe collaborative driving between users and semi-automated vehicles. However, previous work has focused…

With increasing automation, drivers' roles transition from active operators to passive system supervisors, affecting their behaviour and cognitive processes. This study addresses the attentional resource allocation and subjective cognitive…

Human-Computer Interaction · Computer Science 2023-11-13 Nikol Figalová , Hans-Joachim Bieg , Julian Elias Reiser , Yuan-Cheng Liu , Martin Baumann , Lewis Chuang , Olga Pollatos

During the use of Advanced Driver Assistance Systems (ADAS), drivers can intervene in the active function and take back control due to various reasons. However, the specific reasons for driver-initiated takeovers in naturalistic driving are…

Robotics · Computer Science 2024-06-11 Robin Schwager , Michael Grimm , Xin Liu , Lukas Ewecker , Tim Bruehl , Tin Stribor Sohn , Soeren Hohmann

Detecting unsafe driving states, such as stress, drowsiness, and fatigue, is an important component of ensuring driving safety and an essential prerequisite for automatic intervention systems in vehicles. These concerning conditions are…

Signal Processing · Electrical Eng. & Systems 2022-10-31 Kleanthis Avramidis , Tiantian Feng , Digbalay Bose , Shrikanth Narayanan

In vehicles with partial or conditional driving automation (SAE Levels 2-3), the driver remains responsible for supervising the system and responding to take-over requests. Therefore, reliable driver monitoring is essential for safe…

Human-Computer Interaction · Computer Science 2026-04-14 David Puertas-Ramirez , Raul Fernandez-Matellan , David Martin Gomez , Jesus G. Boticario

In conditional automation, the automated driving system assumes full control and only issues a takeover request to a human driver to resume driving in critical situations. Previous studies have concluded that the time budget required by…

Systems and Control · Electrical Eng. & Systems 2024-08-29 Foghor Tanshi , Dirk Söffker

Maintaining adequate situation awareness (SA) is crucial for the safe operation of conditionally automated vehicles (AVs), which requires drivers to regain control during takeover (TOR) events. This study developed a predictive model for…

Human-Computer Interaction · Computer Science 2024-05-14 Lilit Avetisyan , X. Jessie Yang , Feng Zhou

Understanding how driver mental states differ between active and autonomous driving is critical for designing safe human-vehicle interfaces. This paper presents the first EEG-based comparison of cognitive load, fatigue, valence, and arousal…

Human-Computer Interaction · Computer Science 2025-12-11 Prithila Angkan , Paul Hungler , Ali Etemad

Understanding occupant-vehicle interactions by modeling control transitions is important to ensure safe approaches to passenger vehicle automation. Models which contain contextual, semantically meaningful representations of driver states…

Computer Vision and Pattern Recognition · Computer Science 2022-11-15 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi

Automated vehicles promise a future where drivers can engage in non-driving tasks without hands on the steering wheels for a prolonged period. Nevertheless, automated vehicles may still need to occasionally hand the control back to drivers…

Machine Learning · Computer Science 2021-01-18 Erfan Pakdamanian , Shili Sheng , Sonia Baee , Seongkook Heo , Sarit Kraus , Lu Feng

Silent automation failures, where a system fails to detect a hazard without warning, pose a critical safety challenge for partially automated vehicles. While research has mostly focused on takeover requests, how to support a driver in…

Human-Computer Interaction · Computer Science 2026-04-21 Jiyao Wang , Song Yan , Xiao Yang , Qihang He , Chenglin Liu , Ange Wang , Chenglin Chen , Zhenyu Wang , Dengbo He
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