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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…

人机交互 · 计算机科学 2024-05-14 Lilit Avetisyan , X. Jessie Yang , Feng Zhou

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…

机器学习 · 计算机科学 2021-07-21 Jackie Ayoub , Na Du , X. Jessie Yang , Feng Zhou

Situation awareness (SA) is generally considered as the perception, understanding, and projection of objects' properties and positions. We believe if the system can sense drivers' SA, it can appropriately provide warnings for objects that…

人机交互 · 计算机科学 2021-11-02 Haibei Zhu , Teruhisa Misu , Sujitha Martin , Xingwei Wu , Kumar Akash

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.…

人机交互 · 计算机科学 2025-08-01 Kexin Liang , Jan Luca Kästle , Bani Anvari , Simeon C. Calvert , J. W. C. van Lint

To make safe transitions from autonomous to manual control, a vehicle must have a representation of the awareness of driver state; two metrics which quantify this state are the Observable Readiness Index and Takeover Time. In this work, we…

计算机视觉与模式识别 · 计算机科学 2023-01-20 Ross Greer , Nachiket Deo , Akshay Rangesh , Pujitha Gunaratne , Mohan Trivedi

Situation awareness (SA)--comprising the ability to 1) perceive critical elements in the environment, 2) comprehend their meanings, and 3) project their future states--is critical for human operator performance. Due to the disruptive nature…

人机交互 · 计算机科学 2025-06-10 Kieran J. Smith , Tristan C. Endsley , Torin K. Clark

As automated driving technology advances, the role of the driver to resume control of the vehicle in conditionally automated vehicles becomes increasingly critical. In the SAE Level 3 or partly automated vehicles, the driver needs to be…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Mostafa Kazemi , Mahdi Rezaei , Mohsen Azarmi

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…

Augmented Reality (AR) systems, while enhancing task performance through real-time guidance, pose risks of inducing cognitive tunneling-a hyperfocus on virtual content that compromises situational awareness (SA) in safety-critical…

机器学习 · 计算机科学 2025-09-03 Zhehan Qu , Tianyi Hu , Christian Fronk , Maria Gorlatova

With the level of automation increases in vehicles, such as conditional and highly automated vehicles (AVs), drivers are becoming increasingly out of the control loop, especially in unexpected driving scenarios. Although it might be not…

人机交互 · 计算机科学 2022-07-18 Lilit Avetisyan , Jackie Ayoub , Feng Zhou

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…

系统与控制 · 电气工程与系统科学 2024-08-29 Foghor Tanshi , Dirk Söffker

Human drivers' control quality in the first seconds after a handover is critical to shared-driving safety; potentially unsafe steering or pedal inputs therefore require detection and correction by the automated vehicle's safety-fallback…

人机交互 · 计算机科学 2026-04-14 Jian Sun , Xiyan Jiang , Xiaocong Zhao , Jie Wang , Peng Hang , Zirui Li

Trust calibration presents a main challenge during the interaction between drivers and automated vehicles (AVs). In order to calibrate trust, it is important to measure drivers' trust in real time. One possible method is through modeling…

人机交互 · 计算机科学 2022-12-02 Jackie Ayoub , Lilit Avetisian , X. Jessie Yang , Feng Zhou

Within the field of automated driving, a clear trend in environment perception tends towards more sensors, higher redundancy, and overall increase in computational power. This is mainly driven by the paradigm to perceive the entire…

机器人学 · 计算机科学 2023-01-27 Matti Henning , Johannes Müller , Fabian Gies , Michael Buchholz , Klaus Dietmayer

Effective IT change management is important for businesses that depend on software and services, particularly in highly regulated sectors such as finance, where operational reliability, auditability, and explainability are essential. A…

软件工程 · 计算机科学 2026-04-16 Eileen Kapel , Jan Lennartz , Luis Cruz , Diomidis Spinellis , Arie van Deursen

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…

机器人学 · 计算机科学 2021-07-26 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi

Predictive maintenance for connected vehicles offers the potential to reduce unexpected breakdowns and improve fleet reliability, but most existing systems rely exclusively on internal diagnostic signals and are validated on simulated or…

机器学习 · 计算机科学 2026-04-07 Kushal Khemani , Anjum Nazir Qureshi

Road traffic accidents (RTA) pose a significant public health threat worldwide, leading to considerable loss of life and economic burdens. This is particularly acute in developing countries like Bangladesh. Building reliable models to…

机器学习 · 计算机科学 2024-09-19 Md. Asif Khan Rifat , Ahmedul Kabir , Armana Sabiha Huq

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…

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…

计算机视觉与模式识别 · 计算机科学 2022-11-15 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi
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