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With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

Software Engineering · Computer Science 2024-12-13 Vikas Vyas , Zheyuan Xu

There has been a significant increase in the development of data-driven safety analytics approaches in recent years. In light of these advances it has become imperative to evaluate such approaches in a principled way to determine their…

Applications · Statistics 2022-05-02 Antonio R. Paiva , Ashutosh Tewari

Autonomous vehicles (AV) are becoming a part of humans' everyday life. There are numerous pilot projects of driverless public buses; some car manufacturers deliver their premium-level automobiles with advanced self-driving features. Thus,…

Cryptography and Security · Computer Science 2021-07-02 Mariia Bakhtina , Raimundas Matulevičius

For autonomous vehicles, safe navigation in complex environments depends on handling a broad range of diverse and rare driving scenarios. Simulation- and scenario-based testing have emerged as key approaches to development and validation of…

Ensuring the safety of autonomous vehicles (AVs) is critical for their mass deployment and public adoption. However, security attacks that violate safety constraints and cause accidents are a significant deterrent to achieving public trust…

Cryptography and Security · Computer Science 2020-06-16 Saurabh Jha , Shengkun Cui , Subho S. Banerjee , Timothy Tsai , Zbigniew Kalbarczyk , Ravi Iyer

Representing a control system as a Service-Oriented Architecture (SOA)-referred to as Service-Oriented Model-Based Control (SOMC)-enables runtime-flexible composition of control loop elements. This paper presents a framework that optimizes…

Systems and Control · Electrical Eng. & Systems 2026-01-26 Hazem Ibrahim , Julius Beerwerth , Lorenz Dörschel , Bassam Alrifaee

Service-oriented architecture (SOA) system has been widely utilized at many present business areas. However, SOA system is loosely coupled with multiple services and lacks the relevant security protection mechanisms, thus it can easily be…

Cryptography and Security · Computer Science 2019-08-28 Yunfei Meng , Zhiqiu Huang , Senzhang Wang , Yu Zhou , Guohua Shen , Changbo Ke

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

Robotics · Computer Science 2024-03-29 Patrick Wolf

The project Automated Unmanned Protective Vehicle for Highway Hard Shoulder Road Works (aFAS) aims to develop an unmanned protective vehicle to reduce the risk of injuries due to crashes for road workers. To ensure functional safety during…

Systems and Control · Computer Science 2018-04-25 Gerrit Bagschik , Andreas Reschka , Torben Stolte , Markus Maurer

Service oriented architecture (SOA) is one of the latest software architectures. This architecture is created in direction of the business requirements and removed the gap between softwares and businesses. The software testing is the rising…

Software Engineering · Computer Science 2012-12-14 Ebrahim Shamsoddin-Motlagh

In Autonomous Vehicles (AVs), one fundamental pillar is perception, which leverages sensors like cameras and LiDARs (Light Detection and Ranging) to understand the driving environment. Due to its direct impact on road safety, multiple prior…

Cryptography and Security · Computer Science 2019-08-21 Yulong Cao , Chaowei Xiao , Benjamin Cyr , Yimeng Zhou , Won Park , Sara Rampazzi , Qi Alfred Chen , Kevin Fu , Z. Morley Mao

All of the frontier AI companies have published safety frameworks where they define capability thresholds and risk mitigations that determine how they will safely develop and deploy their models. Adoption of systematic approaches to risk…

Computers and Society · Computer Science 2025-06-03 Simon Mylius

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

Software Engineering · Computer Science 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

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

This report documents safety assurance argument templates to support the deployment and operation of autonomous systems that include machine learning (ML) components. The document presents example safety argument templates covering: the…

Software Engineering · Computer Science 2021-03-12 Robin Bloomfield , Gareth Fletcher , Heidy Khlaaf , Luke Hinde , Philippa Ryan

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

Side-channel attacks that leak sensitive information through a computing device's interaction with its physical environment have proven to be a severe threat to devices' security, particularly when adversaries have unfettered physical…

Cryptography and Security · Computer Science 2021-06-15 Ileana Buhan , Lejla Batina , Yuval Yarom , Patrick Schaumont

Cooperative, Connected and Automated Mobility (CCAM) are complex cyber-physical systems (CPS) that integrate computation, communication, and control in safety-critical environments. At their core, System-on-Chip (SoC) platforms consolidate…

Software Engineering · Computer Science 2025-10-10 Srijita Basu , Haraldsson Bengt , Miroslaw Staron , Christian Berger , Jennifer Horkoff , Magnus Almgren

Autonomous driving technology has drawn a lot of attention due to its fast development and extremely high commercial values. The recent technological leap of autonomous driving can be primarily attributed to the progress in the environment…

Computer Vision and Pattern Recognition · Computer Science 2022-04-13 Jindi Zhang

Trajectory prediction is critical for the safe planning and navigation of automated vehicles. The trajectory prediction models based on the neural networks are vulnerable to adversarial attacks. Previous attack methods have achieved high…

Machine Learning · Computer Science 2024-04-22 Huilin Yin , Jiaxiang Li , Pengju Zhen , Jun Yan
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