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Assuring safety of artificial intelligence (AI) applied to safety-critical systems is of paramount importance. Especially since research in the field of automated driving shows that AI is able to outperform classical approaches, to handle…

计算机与社会 · 计算机科学 2025-04-28 Lars Ullrich , Michael Buchholz , Klaus Dietmayer , Knut Graichen

Modern AI systems increasingly comprise multiple interconnected neural networks to tackle complex inference tasks. Testing such systems for robustness and safety entails significant challenges. Current state-of-the-art robustness testing…

人工智能 · 计算机科学 2026-01-28 Sayak Chowdhury , Meenakshi D'Souza

Threats targeting cyberspace are becoming more prominent and intelligent day by day. This inherently leads to a dire demand for continuous security validation and testing. Using this paper, we aim to provide a holistic and precise security…

密码学与安全 · 计算机科学 2021-08-17 Hardik Manocha , Akash Srivastava , Chetan Verma , Ratan Gupta , Bhavya Bansal

The obstacles of each security system combined with the increase of cyber-attacks, negatively affect the effectiveness of network security management and rise the activities to be taken by the security staff and network administrators. So,…

密码学与安全 · 计算机科学 2025-02-06 Mamoon A. Al Jbaar , Adel Jalal Yousif , Qutaiba I. Ali

Railway scheduling consists in ensuring that a set of trains evolve in a shared rail network without collisions, while meeting schedule constraints. This problem is notoriously difficult, even more in the case of uncertain or even unknown…

系统与控制 · 电气工程与系统科学 2024-12-09 Étienne André

The ISO 21434 is a new standard that has been proposed to address the future challenges of automotive cybersecurity. This white paper takes a closer look at the ISO 21434 helping engineers to understand the ISO 21434 parts, the key…

密码学与安全 · 计算机科学 2021-01-19 Yuri Gil Dantas , Vivek Nigam , Harald Ruess

Engineering projects for railway infrastructure typically involve many subsystems which need consistent views of the planned and built infrastructure and its underlying topology. Consistency is typically ensured by exchanging and verifying…

人工智能 · 计算机科学 2021-10-05 Stefan Bischof , Gottfried Schenner

Challenges related to automated driving are no longer focused on just the construction of such automated vehicles (AVs), but in assuring the safety of their operation. Recent advances in Level 3 and Level 4 autonomous driving have motivated…

系统与控制 · 电气工程与系统科学 2022-05-09 Tong Zhao , Ekim Yurtsever , Joel Paulson , Giorgio Rizzoni

Automated machine learning (AutoML) has emerged as a promising paradigm for automating machine learning (ML) pipeline design, broadening AI adoption. Yet its reliability in complex domains such as cybersecurity remains underexplored. This…

密码学与安全 · 计算机科学 2025-09-30 Sherif Saad , Kevin Shi , Mohammed Mamun , Hythem Elmiligi

In this research article, we explore the use of a design process for adapting existing cyber risk assessment standards to allow the calculation of economic impact from IoT cyber risk. The paper presents a new model that includes a design…

This paper describes the comprehensive safety framework that underpinned the development, release process, and regulatory approval of BMW's first SAE Level 3 Automated Driving System. The framework combines established qualitative and…

机器人学 · 计算机科学 2025-03-27 Moritz Werling , Rainer Faller , Wolfgang Betz , Daniel Straub

As part of the Internet of Things, industrial devices are now also connected to cloud services. However, the connection to the Internet increases the risks for Industrial Control Systems. Therefore, a threat analysis is essential for these…

密码学与安全 · 计算机科学 2024-05-28 Simon Liebl , Leah Lathrop , Ulrich Raithel , Matthias Söllner , Andreas Aßmuth

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…

软件工程 · 计算机科学 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

Industrial Control Systems (ICSs) are widely used in critical infrastructures that face various cyberattacks causing physical damage. With the increasing integration of the ICSs and information technology (IT), ensuring the security of ICSs…

最优化与控制 · 数学 2024-12-17 Navid Aftabi , Dan Li , Ph. D. , Thomas Sharkey , Ph. D

Academic and research cyberinfrastructures (AR-CIs) present unique security challenges due to their collaborative nature, heterogeneous components, and the lack of practical security assessment frameworks tailored to their needs. We propose…

密码学与安全 · 计算机科学 2025-11-11 Qishen Liang , Jelena Mirkovic , Brian Kocoloski

The performance of Machine Learning (ML) and Deep Learning (DL)-based Intrusion Detection and Prevention Systems (IDS/IPS) is critically dependent on the relevance and quality of the datasets used for training and evaluation. However,…

密码学与安全 · 计算机科学 2025-11-18 Adrita Rahman Tori , Khondokar Fida Hasan

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…

系统与控制 · 电气工程与系统科学 2025-07-08 Marvin Loba , Nayel Fabian Salem , Marcus Nolte , Andreas Dotzler , Dieter Ludwig , Markus Maurer

The beauty of Information Technology (IT) is with its multifunction nature; it is a support system, a networking system, a storage system, as well as an information facilitator. Aided with their broad line of services, an IT system aims to…

其他计算机科学 · 计算机科学 2012-06-13 Heru Susanto , Mohammad Nabil Almunawar

We draw on our experience working on system and software assurance and evaluation for systems important to society to summarise how safety engineering is performed in traditional critical systems, such as aircraft flight control. We analyse…

计算机与社会 · 计算机科学 2025-02-07 Robin Bloomfield , John Rushby

Indian Railway workshops form a critical component of rolling stock maintenance infrastructure, employing more than 2.5 lakh personnel across 44 major workshops nationwide. However, safety management in many workshops still relies on…

计算机与社会 · 计算机科学 2026-05-05 Sharvari Kamble , Arjun Dangle , Gargi Khurud , Om Kendre , Swati Bhatt