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The rapid advancements in autonomous vehicle software present both opportunities and challenges, especially in enhancing road safety. The primary objective of autonomous vehicles is to reduce accident rates through improved safety measures.…

Robotics · Computer Science 2024-10-22 Carlos Conejo , Vicenç Puig , Bernardo Morcego , Francisco Navas , Vicente Milanés

We present an overview of recently developed data-driven tools for safety analysis of autonomous vehicles and advanced driver assist systems. The core algorithms combine model-based, hybrid system reachability analysis with sensitivity…

Systems and Control · Computer Science 2017-04-24 Chuchu Fan , Bolun Qi , Sayan Mitra

Already today, driver assistance systems help to make daily traffic more comfortable and safer. However, there are still situations that are quite rare but are hard to handle at the same time. In order to cope with these situations and to…

Robotics · Computer Science 2021-01-13 Florian Wirthmüller , Marvin Klimke , Julian Schlechtriemen , Jochen Hipp , Manfred Reichert

Automated Driving Systems (ADS), including Advanced Driver Assistance Systems (ADAS), must fulfill not only high functional expectations but also stringent timing constraints mandated by international regulations and standards. Regulatory…

Software Engineering · Computer Science 2026-05-05 Sebastian Dingler , Philip Rehkop , Florian Mayer , Ralf Muenzenberger

Collision avoidance is one of the most promising applications for vehicular networks, dramatically improving the safety of the vehicles that support it. In this paper, we investigate how it can be extended to benefit vulnerable users, e.g.,…

Networking and Internet Architecture · Computer Science 2021-01-07 Marco Malinverno , Giuseppe Avino , Claudio Casetti , Carla Fabiana Chiasserini , Francesco Malandrino , Salvatore Scarpina

Recent advances in machine learning technologies and sensing have paved the way for the belief that safe, accessible, and convenient autonomous vehicles may be realized in the near future. Despite tremendous advances within this context,…

The capability to follow a lead-vehicle and avoid rear-end collisions is one of the most important functionalities for human drivers and various Advanced Driver Assist Systems (ADAS). Existing safety performance justification of the…

Robotics · Computer Science 2022-05-25 Bowen Weng , Minghao Zhu , Keith Redmill

Although extensive research in emergency collision avoidance has been carried out for straight or curved roads in a highway scenario, a general method that could be implemented for all road environments has not been thoroughly explored.…

Robotics · Computer Science 2023-02-10 Xu Shang , Azim Eskandarian

In order for autonomous vehicles to become a part of the Intelligent Transportation Ecosystem, they are required to guarantee a particular level of safety. For that to happen a safe vehicle control algorithms need to be developed, which…

Robotics · Computer Science 2020-03-03 Vladislav Kibalov , Oleg Shipitko

End-to-end autonomous driving systems (ADSs), with their strong capabilities in environmental perception and generalizable driving decisions, are attracting growing attention from both academia and industry. However, once deployed on public…

Artificial Intelligence · Computer Science 2025-11-13 Dingji Wang , You Lu , Bihuan Chen , Shuo Hao , Haowen Jiang , Yifan Tian , Xin Peng

Ensuring the functional safety of motion planning modules in autonomous vehicles remains a critical challenge, especially when dealing with complex or learning-based software. Online verification has emerged as a promising approach to…

Robotics · Computer Science 2025-07-11 Korbinian Moller , Rafael Neher , Marvin Seegert , Johannes Betz

Establishing trustworthy safety assurance for autonomous driving systems (ADSs) requires evidence that failures arise from avoidable system deficiencies rather than unavoidable traffic conflicts. Current adversarial simulation methods can…

Robotics · Computer Science 2026-05-14 Yizhuo Xiao , Haotian Yan , Ying Wang , Zhongpan Zhu , Yuxin Zhang , Xintao Yan , Mustafa Suphi Erden , Cheng Wang

Advanced Driver Assistance Systems (ADAS) and Advanced Driving Systems (ADS) are key to improving road safety, yet most existing implementations focus primarily on the vehicle ahead, neglecting the behavior of following vehicles. This…

Robotics · Computer Science 2025-04-29 Dianwei Chen , Yaobang Gong , Xianfeng Yang

An Autonomous Road Vehicle (ARV) can navigate various types of road networks using inputs such as throttle (acceleration), braking (deceleration), and steering (change of lateral direction). In most ARV driving scenarios that involve normal…

Robotics · Computer Science 2022-03-30 Evan Lowe , Levent Güvenç

Safety architectures play a crucial role in the safety assurance of automated driving vehicles (ADVs). They can be used as safety envelopes of black-box ADV controllers, and for graceful degradation from one ODD to another. Building on our…

Robotics · Computer Science 2023-08-22 Clovis Eberhart , Jérémy Dubut , James Haydon , Ichiro Hasuo

Advanced Driver-Assistance Systems (ADAS) is one of the primary drivers behind increasing levels of autonomy, driving comfort in this age of connected mobility. However, the performance of such systems is a function of execution rate which…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-14 Anirban Ghose , Srijeeta Maity , Arijit Kar , Kaustubh Maloo , Soumyajit Dey

Learning enabled autonomous systems provide increased capabilities compared to traditional systems. However, the complexity of and probabilistic nature in the underlying methods enabling such capabilities present challenges for current…

Software Engineering · Computer Science 2023-01-03 Christian Ellis , Maggie Wigness , Lance Fiondella

Before reaching full autonomy, vehicles will gradually be equipped with more and more advanced driver assistance systems (ADAS), effectively rendering them semi-autonomous. However, current ADAS technologies seem unable to handle complex…

Multiagent Systems · Computer Science 2017-06-27 Florent Altche , Xiangjun Qian , Arnaud de La Fortelle

Developing safe autonomous driving systems is a major scientific and technical challenge. Existing AI-based end-to-end solutions do not offer the necessary safety guarantees, while traditional systems engineering approaches are defeated by…

Multiagent Systems · Computer Science 2026-02-24 Marius Bozga , Joseph Sifakis

According to data from the United Nations, more than 3000 people have died each day in the world due to road traffic collision. Considering recent researches, the human error may be considered as the main responsible for these fatalities.…

Computers and Society · Computer Science 2018-02-13 Andrés E. Gómez , Tiago C. dos Santos , Carlos M. Massera , Arthur de M. Neto , Denis F. Wolf