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This paper describes Waymo's Collision Avoidance Testing (CAT) methodology: a scenario-based testing method that evaluates the safety of the Waymo Driver Automated Driving Systems' (ADS) intended functionality in conflict situations…

Robotics · Computer Science 2022-12-19 Kristofer D. Kusano , Kurt Beatty , Scott Schnelle , Francesca Favaro , Cam Crary , Trent Victor

Shared autonomy teleoperation can guarantee safety, but does so by reducing the human operator's control authority, which can lead to reduced levels of human-robot agreement and user satisfaction. This paper presents a novel haptic shared…

Robotics · Computer Science 2021-10-26 Dawei Zhang , Roberto Tron , Rebecca P. Khurshid

Autonomous driving has been the subject of increased interest in recent years both in industry and in academia. Serious efforts are being pursued to address legal, technical and logistical problems and make autonomous cars a viable option…

Artificial Intelligence · Computer Science 2016-08-31 Nan Li , Dave Oyler , Mengxuan Zhang , Yildiray Yildiz , Ilya Kolmanovsky , Anouck Girard

Real-time collaboration with humans poses challenges due to the different behavior patterns of humans resulting from diverse physical constraints. Existing works typically focus on learning safety constraints for collaboration, or how to…

Robotics · Computer Science 2024-03-06 Shibei Zhu , Tran Nguyen Le , Samuel Kaski , Ville Kyrki

To maximize safety and driving comfort, autonomous driving systems can benefit from implementing foresighted action choices that take different potential scenario developments into account. While artificial scene prediction methods are…

Robotics · Computer Science 2022-04-15 Chao Wang , Thomas H. Weisswange , Matti Krueger , Christiane B. Wiebel-Herboth

Prior studies report that partial driving automation can increase the cognitive demands on human drivers. This effect largely arises from human drivers' lack of transparent insight into the vehicle's intentions and decision logic, as well…

Artificial Intelligence · Computer Science 2026-05-12 Jiyao Wang , Yunbiao Wang , Yubo Jiao , Xiao Yang , Dengbo He , Sasan Jafarnejad , Luis Miranda-Moreno , Raphael Frank , Jiangbo Yu

Considerable research efforts have been devoted to the development of motion planning algorithms, which form a cornerstone of the autonomous driving system (ADS). Nonetheless, acquiring an interactive and secure trajectory for the ADS…

Robotics · Computer Science 2024-02-19 Yingbing Chen , Jie Cheng , Lu Gan , Sheng Wang , Hongji Liu , Xiaodong Mei , Ming Liu

Despite rapid advances in autonomous driving technology, current autonomous vehicles (AVs) lack effective bidirectional human-machine communication, limiting their ability to personalize the riding experience and recover from uncertain or…

Robotics · Computer Science 2025-11-17 Zhipeng Bao , Qianwen Li

Steering models (such as the generalized two-point model) predict human steering behavior well when the human is in direct control of a vehicle. In vehicles under autonomous control, human control inputs are not used; rather, an autonomous…

Systems and Control · Electrical Eng. & Systems 2024-10-02 Rene Mai , Agung Julius , Sandipan Mishra

With the development of intelligent connected vehicle technology, human-machine shared control has gained popularity in vehicle following due to its effectiveness in driver assistance. However, traditional vehicle following systems struggle…

Systems and Control · Electrical Eng. & Systems 2024-11-01 Zihan Wang , Mengran Li , Ronghui Zhang , Jing Zhao , Chuan Hu , Xiaolei Ma , Zhijun Qiu

Recent developments in language models have created new opportunities in air traffic control studies. The current focus is primarily on text and language-based use cases. However, these language models may offer a higher potential impact in…

Artificial Intelligence · Computer Science 2024-09-17 Justas Andriuškevičius , Junzi Sun

Interactions between road users are both highly non-linear and profoundly complex, and there is no reason to expect that interactions between autonomous vehicles will be any different. Given the recent rapid development of autonomous…

Systems and Control · Electrical Eng. & Systems 2020-05-12 Matthew Le Maitre , Amanda Prorok

In mixed traffic environments that involve conventional vehicles (CVs) and autonomous vehicles (AVs), it is crucial for CV drivers to maintain an appropriate level of situation awareness to ensure safe and efficient interactions with AVs.…

Human-Computer Interaction · Computer Science 2023-05-30 Lilit Avetisyan , Aditya Deshmukh , X. Jessie Yang , Feng Zhou

State-of-the-art driver-assist systems have failed to effectively mitigate driver inattention and had minimal impacts on the ever-growing number of road mishaps (e.g. life loss, physical injuries due to accidents caused by various factors…

Systems and Control · Electrical Eng. & Systems 2021-07-22 Qizi Zhang , Venkata Sriram Siddhardh Nadendla , S. N. Balakrishnan , Jerome Busemeyer

As vehicle automation technology continues to mature, there is a necessity for robust remote monitoring and intervention features. These are essential for intervening during vehicle malfunctions, challenging road conditions, or in areas…

Human-Computer Interaction · Computer Science 2025-02-19 Mark Colley , Jonathan Westhauser , Jonas Andersson , Alexander G. Mirnig , Enrico Rukzio

Drivers are becoming increasingly reliant on advanced driver assistance systems (ADAS) as autonomous driving technology becomes more popular and developed with advanced safety features to enhance road safety. However, the increasing…

Cryptography and Security · Computer Science 2025-06-23 Cheng Chen , Grant Xiao , Daehyun Lee , Lishan Yang , Evgenia Smirni , Homa Alemzadeh , Xugui Zhou

Driver assistance systems, also called automated driving systems, allow drivers to immerse themselves in non-driving-related tasks. Unfortunately, drivers may not trust the automated driving system, which prevents either handing over the…

Human-Computer Interaction · Computer Science 2019-03-14 Luke Petersen , Lionel Robert , X. Jessie Yang , Dawn M. Tilbury

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

Automated Driving Systems (ADSs) have seen rapid progress in recent years. To ensure the safety and reliability of these systems, extensive testings are being conducted before their future mass deployment. Testing the system on the road is…

Software Engineering · Computer Science 2021-12-03 Ziyuan Zhong , Yun Tang , Yuan Zhou , Vania de Oliveira Neves , Yang Liu , Baishakhi Ray

Many car accidents are caused by human distractions, including cognitive distractions. In-vehicle human-machine interfaces (HMIs) have evolved throughout the years, providing more and more functions. Interaction with the HMIs can, however,…

Human-Computer Interaction · Computer Science 2022-10-21 Elena Meiser , Alexandra Alles , Samuel Selter , Marco Molz , Amr Gomaa , Guillermo Reyes
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