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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

This study presents the outcomes of empirical investigations pertaining to human-vehicle interactions involving an autonomous vehicle equipped with both internal and external Human Machine Interfaces (HMIs) within a crosswalk scenario. The…

Human-Computer Interaction · Computer Science 2023-12-14 Rubén Izquierdo , Javier Alonso , Ola Benderius , Miguel Ángel Sotelo , David Fernández Llorca

Prior to realizing fully autonomous driving, human intervention will be required periodically to guarantee vehicle safety. This fact poses a new challenge in human-machine interaction, particularly during control authority transition from…

Systems and Control · Electrical Eng. & Systems 2020-03-02 Chen Lv , Yutong Li , Yang Xing , Chao Huang , Dongpu Cao , Yifan Zhao , Yahui Liu

Autonomous vehicles often make complex decisions via machine learning-based predictive models applied to collected sensor data. While this combination of methods provides a foundation for real-time actions, self-driving behavior primarily…

Robotics · Computer Science 2024-04-12 Shahin Atakishiyev , Mohammad Salameh , Randy Goebel

Human-Machine Interfaces (HMIs) for automated vehicles (AVs) are typically divided into two categories: internal HMIs for interactions within the vehicle, and external HMIs for communication with other road users. In this work, we examine…

Vehicle platooning enables close-gap driving and offers potential benefits for traffic efficiency and safety. In conditionally automated platooning, drivers remain responsible for supervising the system and intervening when necessary,…

Human-Computer Interaction · Computer Science 2026-05-19 Anna-Lena Hager , Mohamed Sabry , Walter Morales-Alvarez , Selena Möhrlein , Cristina Olaverri-Monreal

As the number of fatalities involving Autonomous Vehicles increase, the need for a universal method of communicating between vehicles and other agents on the road has also increased. Over the past decade, numerous proposals of external…

Robotics · Computer Science 2026-04-27 Jose Gonzalez-Belmonte , Jaerock Kwon

External Human-Machine Interfaces (eHMI) are widely used on robots and autonomous vehicles to convey the machine's intent to humans. Delivery robots are getting common, and they share the sidewalk along with the pedestrians. Current…

Robotics · Computer Science 2021-08-09 Shyam Sundar Kannan , Ahreum Lee , Byung-Cheol Min

Measuring brain activity with electroencephalography (EEG) is mature enough to assess mental states. Combined with existing methods, such tool can be used to strengthen the understanding of user experience. We contribute a set of methods to…

Human-Computer Interaction · Computer Science 2016-01-13 Jérémy Frey , Maxime Daniel , Julien Castet , Martin Hachet , Fabien Lotte

This study aims to identify a set of indicators to estimate cognitive workload using a multimodal sensing approach and machine learning. A set of three cognitive tests were conducted to induce cognitive workload in twelve participants at…

Neurons and Cognition · Quantitative Biology 2022-05-10 Niraj Hirachan , Anita Mathews , Julio Romero , Raul Fernandez Rojas

The capabilities of automated vehicles are advancing rapidly, yet achieving full autonomy remains a significant challenge, requiring ongoing human cognition in decision-making processes. Incorporating human cognition into control algorithms…

Systems and Control · Electrical Eng. & Systems 2024-12-12 Abu Jafar Md Muzahid , Xiaopeng Zhao , Zhenbo Wang

The absence of a human operator in automated vehicles (AVs) may require external Human-Machine Interfaces (eHMIs) to facilitate communication with other road users in uncertain scenarios, for example, regarding the right of way. Given the…

Human-Computer Interaction · Computer Science 2025-01-22 Mark Colley , Pascal Jansen , Mugdha Keskar , Enrico Rukzio

Several researchers have focused on studying driver cognitive behavior and mental load for in-vehicle interaction while driving. Adaptive interfaces that vary with mental and perceptual load levels could help in reducing accidents and…

Human-Computer Interaction · Computer Science 2022-09-30 Amr Gomaa , Alexandra Alles , Elena Meiser , Lydia Helene Rupp , Marco Molz , Guillermo Reyes

The growing popularity of self-driving, so-called autonomous vehicles has increased the need for human-machine interfaces~(HMI) and user interaction~(UI) to enhance passenger trust and comfort. While fallback drivers significantly influence…

Artificial Intelligence · Computer Science 2024-08-20 Tima M. Yekta , Julius Schöning

Appropriate communication is crucial for efficient and safe interactions between pedestrians and autonomous vehicles (AVs). External human-machine interfaces (eHMIs) on AVs, which can be categorized as allocentric or egocentric, are…

Human-Computer Interaction · Computer Science 2026-01-07 Yun Ye , Zexuan Li , Panagiotis Angeloudis , S. C. Wong , Jian Sun , Haoyang Liang

Nowadays, large-scale foundation models are being increasingly integrated into numerous safety-critical applications, including human-autonomy teaming (HAT) within transportation, medical, and defence domains. Consequently, the inherent…

Artificial Intelligence · Computer Science 2024-05-07 Xiangqi Kong , Yang Xing , Antonios Tsourdos , Ziyue Wang , Weisi Guo , Adolfo Perrusquia , Andreas Wikander

As autonomous vehicles become more integrated into shared human environments, effective communication with road users is essential for ensuring safety. While previous research has focused on developing external Human-Machine Interfaces…

Human-Computer Interaction · Computer Science 2025-06-24 Ronald Cumbal , Didem Gurdur Broo , Ginevra Castellano

As the field of automated vehicles (AVs) advances, it has become increasingly critical to develop human-machine interfaces (HMI) for both internal and external communication. Critical dialogue is emerging around the potential necessity for…

Human-Computer Interaction · Computer Science 2024-03-19 Haoyu Dong , Tram Thi Minh Tran , Pavlo Bazilinskyy , Marius Hoggenmüller , Debargha Dey , Silvia Cazacu , Mervyn Franssen , Ruolin Gao

Remotely operating vehicles utilizes the benefits of vehicle automation when fully automated driving is not yet possible. A human operator ensures safety and availability from afar and supports the vehicle automation when its capabilities…

Human-Computer Interaction · Computer Science 2024-02-20 Andreas Schrank , Fabian Walocha , Stefan Brandenburg , Michael Oehl

Each year, over half of global traffic fatalities involve vulnerable road users (e.g. pedestrians), often due to human error. Level-5 automated driving systems (ADSs) could reduce driver errors contributing to pedestrian accidents, though…

Human-Computer Interaction · Computer Science 2025-07-30 Viktoria Marcus , Griffin Pitts , Sanaz Motamedi