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Despite the increasing testing operations of automated vehicles on public roads, media reports on incidents show that safety issues caused by automated driving systems persist to this day. Manufacturers face high development uncertainty…

Systems and Control · Electrical Eng. & Systems 2025-07-08 Marvin Loba , Nayel Fabian Salem , Marcus Nolte , Andreas Dotzler , Dieter Ludwig , Markus Maurer

As Automated Driving Systems (ADS) technology advances, ensuring safety and public trust requires robust assurance frameworks, with safety cases emerging as a critical tool toward such a goal. This paper explores an approach to assess how a…

Software Engineering · Computer Science 2025-06-12 Scott Schnelle , Francesca Favaro , Laura Fraade-Blanar , David Wichner , Holland Broce , Justin Miranda

The MUSICC project has created a proof-of-concept scenario database to be used as part of a type approval process for the verification of automated driving systems (ADS). This process must include a highly automated means of evaluating test…

Robotics · Computer Science 2020-05-27 Robert Myers , Zeyn Saigol

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

Software Engineering · Computer Science 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Autonomous vehicles (AV) look set to become common on our roads within the next few years. However, to achieve the final breakthrough, not only functional progress is required, but also satisfactory safety assurance must be provided. Among…

Robotics · Computer Science 2025-06-04 Peter Popov , Lorenzo Strigini , Cornelius Buerkle , Fabian Oboril , Michael Paulitsch

Autonomous Driving Systems (ADS) are critical dynamic reconfigurable agent systems whose specification and validation raises extremely challenging problems. The paper presents a multilevel semantic framework for the specification of ADS and…

Multiagent Systems · Computer Science 2021-09-15 Marius Bozga , Joseph Sifakis

With the growing technological advances in autonomous driving, the transport industry and research community seek to determine the impact that autonomous vehicles (AV) will have on consumers, as well as identify the different factors that…

Human-Computer Interaction · Computer Science 2022-01-11 Walter Morales Alvarez , Nikita Smirnov , Elmar Matthes , Cristina Olaverri-Monreal

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

How many scenarios are sufficient to validate the safe Operational Design Domain (ODD) of an Automated Driving System (ADS) equipped vehicle? Is a more significant number of sampled scenarios guaranteeing a more accurate safety assessment…

Robotics · Computer Science 2021-11-16 Bowen Weng , Linda Capito , Umit Ozguner , Keith Redmill

Due to the growing awareness of driving safety and the development of sophisticated technologies, advanced driving assistance system (ADAS) has been equipped in more and more vehicles with higher accuracy and lower price. The latest…

Artificial Intelligence · Computer Science 2021-06-24 Xinran Li , Kuo-Yi Lin , Min Meng , Xiuxian Li , Li Li , Yiguang Hong , Jie Chen

Intelligent mechanisms implemented in autonomous vehicles, such as proactive driving assist and collision alerts, reduce traffic accidents. However, verifying their correct functionality is difficult due to complex interactions with the…

Cryptography and Security · Computer Science 2025-05-21 Diego Ortiz Barbosa , Luis Burbano , Carlos Hernandez , Zengxiang Lei , Younghee Park , Satish Ukkusuri , Alvaro A Cardenas

Automated Driving is revolutionizing many of the traditional ways of operation in the automotive industry. The impact on safety engineering of automotive functions is arguably one of the most important changes. There has been a need to…

Robotics · Computer Science 2019-12-03 Naveen Mohan , Martin Törngren

In the recent years, there has been a rush towards highly autonomous systems operating in public environments, such as automated driving of road vehicles, passenger shuttle systems and mobile robots. These systems, operating in…

Software Engineering · Computer Science 2019-02-28 Alexander Poddey , Tino Brade , Jan Erik Stellet , Wolfgang Branz

Autonomous driving vehicles (ADVs) are implemented with rich software functions and equipped with many sensors, which in turn brings broad attack surface. Moreover, the execution environment of ADVs is often open and complex. Hence, ADVs…

Cryptography and Security · Computer Science 2020-04-28 Kun Cheng , Yuebin Bai , Yuan Zhou , Chao Yu , Yang Liu

Assurance cases are structured arguments that are commonly used to reason about the safety of a product or service. Currently, there is an ongoing push towards using assurance cases for also cybersecurity, especially in safety-critical…

Software Engineering · Computer Science 2020-04-01 Mazen Mohamad , Alexander Åström , Örjan Askerdal , Jörgen Borg , Riccardo Scandariato

Existing definitions and associated conceptual frameworks for computer-based system safety should be revisited in light of real-world experiences from deploying autonomous vehicles. Current terminology used by industry safety standards…

Robotics · Computer Science 2024-08-14 Philip Koopman , William Widen

During the use of Advanced Driver Assistance Systems (ADAS), drivers can intervene in the active function and take back control due to various reasons. However, the specific reasons for driver-initiated takeovers in naturalistic driving are…

Robotics · Computer Science 2024-06-11 Robin Schwager , Michael Grimm , Xin Liu , Lukas Ewecker , Tim Bruehl , Tin Stribor Sohn , Soeren Hohmann

Automated driving functions (ADFs) have become increasingly popular in recent years. However, their safety must be assured. Thus, the verification and validation of these functions is still an important open issue in research and…

Software Engineering · Computer Science 2023-08-10 Daniel Becker , Guido Küppers , Lutz Eckstein

Perception algorithms in autonomous driving systems confront great challenges in long-tail traffic scenarios, where the problems of Safety of the Intended Functionality (SOTIF) could be triggered by the algorithm performance insufficiencies…

Computer Vision and Pattern Recognition · Computer Science 2022-11-08 Liang Peng , Jun Li , Wenbo Shao , Hong Wang

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