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Related papers: Key Safety Design Overview in AI-driven Autonomous…

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Autonomous vehicles are on the horizon and will be transforming transportation safety and comfort. These vehicles will be connected to various external systems and utilize advanced embedded systems to perceive their environment and make…

Cryptography and Security · Computer Science 2022-01-26 Vipin Kumar Kukkala , Sooryaa Vignesh Thiruloga , Sudeep Pasricha

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

When considering the accuracy of sensors in an automated vehicle (AV), it is not sufficient to evaluate the performance of any given sensor in isolation. Rather, the performance of any individual sensor must be considered in the context of…

Robotics · Computer Science 2020-09-09 Jack Weast

The aviation literature gives relatively little guidance to practitioners about the specifics of architecting systems for safety, particularly the impact of architecture on allocating safety requirements, or the relative ease of system…

Software Engineering · Computer Science 2023-01-20 Jane Fenn , Mark Nicholson , Ganesh Pai , Michael Wilkinson

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

The recent development of artificial intelligence (AI) has increased the interest of researchers and practitioners towards applying its techniques into multiple domains like automotive, health care and air space to achieve automation.…

Artificial Intelligence · Computer Science 2022-05-18 Rafia Inam , Alberto Yukinobu Hata , Vlasjov Prifti , Sara Abbaspour Asadollah

Machine Learning (ML) is now used in a range of systems with results that are reported to exceed, under certain conditions, human performance. Many of these systems, in domains such as healthcare , automotive and manufacturing, exhibit high…

Machine Learning · Computer Science 2021-02-03 Richard Hawkins , Colin Paterson , Chiara Picardi , Yan Jia , Radu Calinescu , Ibrahim Habli

Automated driving (AD) is promising, but the transition to fully autonomous driving is, among other things, subject to the real, ever-changing open world and the resulting challenges. However, research in the field of AD demonstrates the…

Robotics · Computer Science 2026-02-02 Lars Ullrich , Michael Buchholz , Klaus Dietmayer , Knut Graichen

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

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

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

Artificial intelligence (AI) models are becoming key components in an autonomous vehicle (AV), especially in handling complicated perception tasks. However, closing the loop through AI-based feedback may pose significant risks on…

Systems and Control · Electrical Eng. & Systems 2025-09-16 Tao Yan , Zheyu Zhang , Jingjing Jiang , Wen-Hua 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

The field of high-speed autonomous racing has seen significant advances in recent years, with the rise of competitions such as RoboRace and the Indy Autonomous Challenge providing a platform for researchers to develop software stacks for…

Robotics · Computer Science 2025-03-14 Aron Harder , Amar Kulkarni , Madhur Behl

Integrating Artificial Intelligence (AI) technology in electric vehicles (EV) introduces unique challenges for safety assurance, particularly within the framework of ISO 26262, which governs functional safety in the automotive domain.…

Software Engineering · Computer Science 2025-09-04 Martin Skoglund , Fredrik Warg , Aria Mirzai , Anders Thorsen , Karl Lundgren , Peter Folkesson , Bastian Havers-zulka

Autonomous vehicles are the culmination of advances in many areas such as sensor technologies, artificial intelligence (AI), networking, and more. This paper will introduce the reader to the technologies that build autonomous vehicles. It…

Robotics · Computer Science 2023-02-15 Oussama Saoudi , Ishwar Singh , Hamidreza Mahyar

This paper describes how to proficiently prevent software defects in autonomous vehicles, discover and correct defects if they are encountered, and create a higher level of assurance in the software product development phase. It also…

Software Engineering · Computer Science 2024-11-22 Sneha Sudhir Shetiya , Vikas Vyas , Shreyas Renukuntla

The European Machinery Directive and related harmonized standards do consider that software is used to generate safety-relevant behavior of the machinery but do not consider all kinds of software. In particular, software based on machine…

Software Engineering · Computer Science 2022-08-18 Rasmus Adler , Michael Klaes

A larger number of people with heterogeneous knowledge and skills running a project together needs an adaptable, target, and skill-specific engineering process. This especially holds for a project to develop a highly innovative,…

Software Engineering · Computer Science 2014-09-24 Christian Berger , Bernhard Rumpe

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