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Safe and smooth interacting with other vehicles is one of the ultimate goals of driving automation. However, recent reports of demonstrative deployments of automated vehicles (AVs) indicate that AVs are still difficult to meet the…

Systems and Control · Electrical Eng. & Systems 2022-05-11 Daofei Li , Ao Liu , Hao Pan , Wentao Chen

Analyzing large volumes of real-world driving data is essential for providing meaningful and reliable insights into real-world trips, scenarios, and human driving behaviors. To this end, we developed a multi-level data processing approach…

Systems and Control · Electrical Eng. & Systems 2025-01-16 Jihun Han , Dominik Karbowski , Ayman Moawad , Namdoo Kim , Aymeric Rousseau , Shihong Fan , Jason Hoon Lee , Jinho Ha

A major challenge for autonomous vehicles is interacting with other traffic participants safely and smoothly. A promising approach to handle such traffic interactions is equipping autonomous vehicles with interaction-aware controllers…

Robotics · Computer Science 2022-06-22 Olger Siebinga , Arkady Zgonnikov , David Abbink

The promise of increased road safety is a key motivator for the development of automated vehicles (AV). Yet, demonstrating that an AV is as safe as, or even safer than, a human-driven vehicle has proven to be challenging. Should an AV be…

Robotics · Computer Science 2022-11-07 Max Winkelmann , Constantin Vasconi , Steffen Müller

For driver observation frameworks, clean datasets collected in controlled simulated environments often serve as the initial training ground. Yet, when deployed under real driving conditions, such simulator-trained models quickly face the…

Computer Vision and Pattern Recognition · Computer Science 2023-08-01 Walter Morales-Alvarez , Novel Certad , Alina Roitberg , Rainer Stiefelhagen , Cristina Olaverri-Monreal

With the fast development of driving automation technologies, user psychological acceptance of driving automation has become one of the major obstacles to the adoption of the driving automation technology. The most basic function of a…

Robotics · Computer Science 2023-07-04 Weishun Deng , Fan Yu , Zhe Wang , Dengbo He

This study aims to explore the dynamics of driver attention to various zones, including the road, the central mirror, the embedded Human-Machine Interface (HMI), and the speedometer, across different driving modes in AVs. The integration of…

Emerging Technologies · Computer Science 2026-02-05 Yuan Cai , Mustafa Demir , Farzan Sasangohar , Mohsen Zare

The transportation industry, particularly the trucking sector, is prone to workplace accidents and fatalities. Accidents involving large trucks accounted for a considerable percentage of overall traffic fatalities. Recognizing the crucial…

Machine Learning · Computer Science 2023-11-01 Kailai Sun , Tianxiang Lan , Yang Miang Goh , Sufiana Safiena , Yueng-Hsiang Huang , Bailey Lytle , Yimin He

Operators performing high-stakes, safety-critical tasks - such as air traffic controllers, surgeons, or mission control personnel - must maintain exceptional cognitive performance under variable and often stressful conditions. This paper…

Human-Computer Interaction · Computer Science 2025-06-30 Maciej Grzeszczuk , Grzegorz Pochwatko , Barbara Karpowicz , Stanisław Knapiński , Wiesław Kopeć

Human-Robot Interaction, in which a robot with some level of autonomy interacts with a human to achieve a specific goal has seen much recent progress. With the introduction of autonomous robots and the possibility of widespread use of those…

Robotics · Computer Science 2022-07-01 Maitry Ronakbhai Trivedi , Zahra Rezaei Khavas , Paul Robinette

Objective We model factors contributing to rating timing for a single-dimensional, any-time trust in robotics measure. Background Many studies view trust as a slow-changing value after subjects complete a trial or at regular intervals.…

Human-Computer Interaction · Computer Science 2024-08-02 Jason Dekarske , Gregory Bales , Zhaodan Kong , Sanjay Joshi

Situation awareness (SA) is critical to improving takeover performance during the transition period from automated driving to manual driving. Although many studies measured SA during or after the driving task, few studies have attempted to…

Human-Computer Interaction · Computer Science 2021-03-30 Feng Zhou , X. Jessie Yang , Joost de Winter

With growing complexity and responsibility of automated driving functions in road traffic and growing scope of their operational design domains, there is increasing demand for covering significant parts of development, validation, and…

We consider the problem of human-focused driver support. State-of-the-art personalization concepts allow to estimate parameters for vehicle control systems or driver models. However, there are currently few approaches proposed that use…

Robotics · Computer Science 2024-10-04 Tim Puphal , Ryohei Hirano , Takayuki Kawabuchi , Akihito Kimata , Julian Eggert

Affective states have a critical role in driving performance and safety. They can degrade driver situation awareness and negatively impact cognitive processes, severely diminishing road safety. Therefore, detecting and assessing drivers'…

Machine Learning · Computer Science 2019-07-24 Daniel Lopez-Martinez , Neska El-Haouij , Rosalind Picard

Advanced Driver Assistance Systems (ADAS) and Automated Driving Systems (ADS) are expected to improve comfort, productivity and, most importantly, safety for all road users. To ensure that the systems are safe, rules and regulations…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Pierluigi Olleja , Gustav Markkula , Jonas Bärgman

Decision-making and motion planning constitute critical components for ensuring the safety and efficiency of autonomous vehicles (AVs). Existing methodologies typically adopt two paradigms: decision then planning or generation then scoring.…

Robotics · Computer Science 2025-04-01 Ruoyu Yao , Yubin Wang , Haichao Liu , Rui Yang , Zengqi Peng , Lei Zhu , Jun Ma

Autonomous driving research currently faces data sparsity in representation of risky scenarios. Such data is both difficult to obtain ethically in the real world, and unreliable to obtain via simulation. Recent advances in virtual reality…

Robotics · Computer Science 2023-03-10 Laura Zheng , Julio Poveda , James Mullen , Shreelekha Revankar , Ming C. Lin

We address the security of a network of Connected and Automated Vehicles (CAVs) cooperating to safely navigate through a conflict area (e.g., traffic intersections, merging roadways, roundabouts). Previous studies have shown that such a…

Systems and Control · Electrical Eng. & Systems 2024-03-26 H M Sabbir Ahmad , Ehsan Sabouni , Akua Dickson , Wei Xiao , Christos G. Cassandras , Wenchao Li

Understanding the intention of vehicles in the surrounding traffic is crucial for an autonomous vehicle to successfully accomplish its driving tasks in complex traffic scenarios such as highway forced merging. In this paper, we consider a…

Artificial Intelligence · Computer Science 2023-09-27 Xiao Li , Kaiwen Liu , H. Eric Tseng , Anouck Girard , Ilya Kolmanovsky