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Autonomous vehicles (AVs) are poised to revolutionize global transportation systems. However, its widespread acceptance and market penetration remain significantly below expectations. This gap is primarily driven by persistent challenges in…

Robotics · Computer Science 2026-02-10 Yuxin Zhang , Cheng Wang , Hubert P. H. Shum

The rapid progress of autonomous vehicles~(AVs) has brought the prospect of a driverless future closer than ever. Recent fatalities, however, have emphasized the importance of safety validation through large-scale testing. Multiple…

Software Engineering · Computer Science 2024-04-16 Huijia Sun , Christopher M. Poskitt , Yang Sun , Jun Sun , Yuqi Chen

Currently, a major concern is the insufficient level of safety offered by commercial automated vehicles and/or services such self-driving vehicles, self-driving trucks, and robotaxis. Unfortunately, stakeholders do not agree on definitions…

Systems and Control · Electrical Eng. & Systems 2024-06-13 Juan Pimentel

Advanced Driver Assistance Systems (ADAS) have made driving safer over the last decade. They prepare vehicles for unsafe road conditions and alert drivers if they perform a dangerous maneuver. However, many accidents are unavoidable because…

Computer Vision and Pattern Recognition · Computer Science 2015-09-22 Ashesh Jain , Hema S. Koppula , Bharad Raghavan , Shane Soh , Ashutosh Saxena

A system safety case is a compelling, comprehensible, and valid argument about the satisfaction of the safety goals of a given system operating in a given environment supported by convincing evidence. Since the publication of UL 4600 in…

Software Engineering · Computer Science 2024-04-09 Michael Wagner , Carmen Carlan

Deployed SAE level 4+ Automated Driving Systems (ADS) without a human driver are currently operational ride-hailing fleets on surface streets in the United States. This current use case and future applications of this technology will…

Robotics · Computer Science 2024-10-14 Yin-Hsiu Chen , John M. Scanlon , Kristofer D. Kusano , Timothy L. McMurry , Trent Victor

The development of Automated Driving Systems (ADSs) has made significant progress in the last years. To enable the deployment of Automated Vehicles (AVs) equipped with such ADSs, regulations concerning the approval of these systems need to…

Robotics · Computer Science 2023-09-06 Erwin de Gelder , Olaf Op den Camp

Recently, autonomous driving development ignited competition among car makers and technical corporations. Low-level automation cars are already commercially available. But high automated vehicles where the vehicle drives by itself without…

Robotics · Computer Science 2019-05-24 Hengyu Zhao , Yubo Zhang , Pingfan Meng , Hui Shi , Li Erran Li , Tiancheng Lou , Jishen Zhao

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

Automated Driving Systems (ADS) have made great achievements in recent years thanks to the efforts from both academia and industry. A typical ADS is composed of multiple modules, including sensing, perception, planning, and control, which…

Software Engineering · Computer Science 2023-01-18 Shuncheng Tang , Zhenya Zhang , Yi Zhang , Jixiang Zhou , Yan Guo , Shuang Liu , Shengjian Guo , Yan-Fu Li , Lei Ma , Yinxing Xue , Yang Liu

Autonomous driving has achieved significant milestones in research and development over the last two decades. There is increasing interest in the field as the deployment of autonomous vehicles (AVs) promises safer and more ecologically…

Artificial Intelligence · Computer Science 2024-04-29 Shahin Atakishiyev , Mohammad Salameh , Hengshuai Yao , Randy Goebel

Vehicles equipped with automated driving capabilities have shown potential to improve safety and operations. Advanced driver assistance systems (ADAS) and automated driving systems (ADS) have been widely developed to support vehicular…

Applications · Statistics 2024-10-15 Shengxuan Ding , Mohamed Abdel-Aty , Natalia Barbour , Dongdong Wang , Zijin Wang , Ou Zheng

Assuring safety for ``AI-based'' systems is one of the current challenges in safety engineering. For automated driving systems, in particular, further assurance challenges result from the open context that the systems need to operate in…

Systems and Control · Electrical Eng. & Systems 2025-07-29 Marcus Nolte , Nayel Fabian Salem , Olaf Franke , Jan Heckmann , Christoph Höhmann , Georg Stettinger , Markus Maurer

Context: Demonstrating high reliability and safety for safety-critical systems (SCSs) remains a hard problem. Diverse evidence needs to be combined in a rigorous way: in particular, results of operational testing with other evidence from…

Artificial Intelligence · Computer Science 2020-08-24 Xingyu Zhao , Kizito Salako , Lorenzo Strigini , Valentin Robu , David Flynn

As the horizon of intelligent transportation expands with the evolution of Automated Driving Systems (ADS), ensuring paramount safety becomes more imperative than ever. Traditional risk assessment methodologies, primarily crafted for…

Systems and Control · Electrical Eng. & Systems 2024-01-19 Anil Ranjitbhai Patel , Peter Liggesmeyer

Modern artificial intelligence governance lacks a formal, enforceable mechanism for determining whether a given AI system is legally permitted to operate in a specific domain and jurisdiction. Existing tools such as model cards, audits, and…

Computers and Society · Computer Science 2026-01-15 Daniel Djan Saparning

The public, regulators, and domain experts alike seek to understand the effect of deployed SAE level 4 automated driving system (ADS) technologies on safety. The recent expansion of ADS technology deployments is paving the way for early…

The selection of relevant test scenarios for the scenario-based testing and safety validation of automated driving systems (ADSs) remains challenging. An important aspect of the relevance of a scenario is the challenge it poses for an ADS.…

Software Engineering · Computer Science 2024-04-17 Lennart Vater , Sven Tarlowski , Michael Schuldes , Lutz Eckstein

Each new concept of operation and equipment generation in aviation becomes more automated, integrated and interconnected. In the case of Unmanned Aircraft Systems (UAS), this evolution allows drastically decreasing aircraft weight and…

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

Software Engineering · Computer Science 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger
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