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The development of Autonomous Vehicles (AVs) has made significant progress in the last years. An important aspect in the development of AVs is the assessment of their safety. New approaches need to be worked out. Among these, real-world…

Robotics · Computer Science 2020-12-03 Erwin de Gelder , Olaf Op den Camp

For the foreseeble future, human beings will likely remain an integral part of the driving task, monitoring the AI system as it performs anywhere from just over 0% to just under 100% of the driving. The governing objectives of the MIT…

Insight into individual driving behavior and habits is essential in traffic operation, safety, and energy management. With Connected Vehicle (CV) technology aiming to address all three of these, the identification of driving patterns is a…

Data Analysis, Statistics and Probability · Physics 2023-03-01 Mudasser Seraj

This paper focuses on safety performance testing and characterization of black-box highly automated vehicles (HAV). Existing testing approaches typically obtain the testing outcomes by deploying the HAV into a specific testing environment.…

Robotics · Computer Science 2024-02-05 Minghao Zhu , Anmol Sidhu , Keith A. Redmill

Temporal understanding in autonomous driving (AD) remains a significant challenge, even for recent state-of-the-art (SoTA) Vision-Language Models (VLMs). Prior work has introduced datasets and benchmarks aimed at improving temporal…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Kevin Cannons , Saeed Ranjbar Alvar , Mohammad Asiful Hossain , Ahmad Rezaei , Mohsen Gholami , Alireza Heidarikhazaei , Zhou Weimin , Yong Zhang , Mohammad Akbari

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

It is expected that many human drivers will still prefer to drive themselves even if the self-driving technologies are ready. Therefore, human-driven vehicles and autonomous vehicles (AVs) will coexist in a mixed traffic for a long time. To…

Robotics · Computer Science 2019-10-14 Dong Chen , Longsheng Jiang , Yue Wang , Zhaojian Li

Understanding how Advanced Driver-Assistance Systems (ADAS) interact with Traffic Control Devices (TCDs) is critical for assessing their influence on traffic operations, yet this interaction has received little focused empirical study. This…

Robotics · Computer Science 2025-12-16 Zheng Li , Peng Zhang , Shixiao Liang , Hang Zhou , Chengyuan Ma , Handong Yao , Qianwen Li , Xiaopeng Li

Trust in robots has been gathering attention from multiple directions, as it has special relevance in the theoretical descriptions of human-robot interactions. It is essential for reaching high acceptance and usage rates of robotic…

Robotics · Computer Science 2021-06-07 Hebert Azevedo-Sa , X. Jessie Yang , Lionel P. Robert , Dawn M. Tilbury

Recent studies reveal that Autonomous Vehicles (AVs) can be manipulated by hidden backdoors, causing them to perform harmful actions when activated by physical triggers. However, it is still unclear how these triggers can be activated while…

Cryptography and Security · Computer Science 2023-03-28 Wenqing Li , Yue Wang , Muhammad Shafique , Saif Eddin Jabari

This paper proposes a methodology to estimate uncertainty in automated vehicle (AV) dynamics in real time via Bayesian inference. Based on the estimated uncertainty, the method aims to continuously monitor the car-following (CF) performance…

Systems and Control · Electrical Eng. & Systems 2022-10-26 Wissam Kontar , Soyoung Ahn

Automated vehicles (AVs) face a critical need to adopt socially compatible behaviors and cooperate effectively with human-driven vehicles (HVs) in heterogeneous traffic environment. However, most existing lane-changing frameworks overlook…

Robotics · Computer Science 2025-07-15 Jie Pan , Tianyi Wang , Yangyang Wang , Junfeng Jiao , Christian Claudel

With the prospect of next-generation automated mobility ecosystem, the realization of the contended traffic efficiency and safety benefits are contingent upon the demand landscape for automated vehicles (AVs). Focusing on the public…

General Economics · Economics 2025-09-15 Fatemeh Nazari , Mohamadhossein Noruzoliaee , Abolfazl Mohammadian

For a successful market launch of automated vehicles (AVs), proof of their safety is essential. Due to the open parameter space, an infinite number of traffic situations can occur, which makes the proof of safety an unsolved problem. With…

Robotics · Computer Science 2020-08-27 Thomas Ponn , Matthias Breitfuß , Xiao Yu , Frank Diermeyer

The current approach for new Advanced Driver Assistance System (ADAS) and Connected and Automated Driving (CAD) function development involves a significant amount of public road testing which is inefficient due to the number miles that need…

Robotics · Computer Science 2024-10-08 Xincheng Cao , Haochong Chen , Bilin Aksun-Guvenc , Levent Guvenc

Compliance with traffic laws is a fundamental requirement for human drivers on the road, and autonomous vehicles must adhere to traffic laws as well. However, current autonomous vehicles prioritize safety and collision avoidance primarily…

In the simulation-based testing and evaluation of autonomous vehicles (AVs), how background vehicles (BVs) drive directly influences the AV's driving behavior and further impacts the testing result. Existing simulation platforms use either…

Systems and Control · Electrical Eng. & Systems 2021-02-05 Lin Liu , Shuo Feng , Yiheng Feng , Xichan Zhu , Henry X. Liu

As more and more autonomous vehicles (AVs) are being deployed on public roads, designing socially compatible behaviors for them is becoming increasingly important. In order to generate safe and efficient actions, AVs need to not only…

Robotics · Computer Science 2022-06-27 Letian Wang , Liting Sun , Masayoshi Tomizuka , Wei Zhan

Despite the recent advancements in artificial intelligence technologies have shown great potential in improving transport efficiency and safety, autonomous vehicles(AVs) still face great challenge of driving in time-varying traffic flow,…

Artificial Intelligence · Computer Science 2025-06-18 Xiao Wang , Junru Yu , Jun Huang , Qiong Wu , Ljubo Vacic , Changyin Sun

Specifying the intended behaviour of autonomous systems is becoming increasingly important but is fraught with many challenges. This technical report provides an overview of existing work on specifications of autonomous systems and places a…

Systems and Control · Electrical Eng. & Systems 2023-02-21 Andrew Sogokon , Burak Yuksek , Gokhan Inalhan , Neeraj Suri
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