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Classical measures of structural reliability, such as the probability of failure and the related reliability index, are still widely applied in practice. However, these measures are frequency-based only, and they do not give information…

Methodology · Statistics 2025-08-19 Moussa Leblouba , Samer Barakat , Raghad Awad

The software engineering field has a long history of classifying software failure causes. Understanding them is paramount for fault injection, focusing testing efforts or reliability prediction. Since software fails in manifold complex…

Software Engineering · Computer Science 2016-03-15 Lena Feinbube , Peter Tröger , Andreas Polze

Reliable hydrologic and flood forecasting requires models that remain stable when input data are delayed, missing, or inconsistent. However, most advances in rainfall-runoff prediction have been evaluated under ideal data conditions,…

Artificial Intelligence · Computer Science 2025-10-22 Sarth Dubey , Subimal Ghosh , Udit Bhatia

In the era of Model-as-a-Service, organizations increasingly rely on third-party AI models for rapid deployment. However, the dynamic nature of emerging AI applications, the continual introduction of new datasets, and the growing number of…

Machine Learning · Computer Science 2026-02-10 Zihan Zhu , Yanqiu Wu , Qiongkai Xu

In today's world, circumstances, processes, and requirements for software systems are becoming increasingly complex. In order to operate properly in such dynamic environments, software systems must adapt to these changes, which has led to…

Software Engineering · Computer Science 2021-11-19 Veronika Lesch , Marius Hadry , Samuel Kounev , Christian Krupitzer

Safety-critical system's failure or malfunction can cause loss of human lives or damage to the physical environment; therefore, continuous safety assessment is crucial for such systems. In many domains this includes the use of Safety…

Software Engineering · Computer Science 2023-07-17 Ankit Agrawal , Jane Cleland-Huang

In this chapter we discuss the problem of master failure in ROS1.0 and its impact on robotic deployments in the real world. We address this issue in this tutorial chapter where we outline, design and demonstrate a fault tolerant mechanism…

Robotics · Computer Science 2019-10-03 Pushyami Kaveti , Hanumant Singh

High-level Autonomous Driving Systems (ADSs), such as Google Waymo and Baidu Apollo, typically rely on multi-sensor fusion (MSF) based approaches to perceive their surroundings. This strategy increases perception robustness by combining the…

Swarm intelligence is being increasingly deployed in autonomous systems, such as drones and unmanned vehicles. Federated reinforcement learning (FRL), a key swarm intelligence paradigm where agents interact with their own environments and…

Machine Learning · Computer Science 2022-03-15 Zishen Wan , Aqeel Anwar , Abdulrahman Mahmoud , Tianyu Jia , Yu-Shun Hsiao , Vijay Janapa Reddi , Arijit Raychowdhury

Fault injectors are essential tools for evaluating the reliability and resilience of computing systems. They enable the simulation of hardware and software faults to analyze system behavior under error conditions and assess its ability to…

Hardware Architecture · Computer Science 2026-02-03 Elio Vinciguerra , Enrico Russo , Giuseppe Ascia , Maurizio Palesi

This short paper describes early experiments to validate the capabilities of a component-based platform to observe and control a software architecture in the small. This is part of a whole process for resilient computing, i.e. targeting the…

Software Engineering · Computer Science 2012-04-06 Miruna Stoicescu , Jean-Charles Fabre , Matthieu Roy

Time Series Foundation Models (TSFMs) have shown promising zero-shot generalization across diverse forecasting tasks. However, their robustness to continual adaptation remains underexplored. In this work, we investigate the extent to which…

Machine Learning · Computer Science 2025-10-03 Nouha Karaouli , Denis Coquenet , Elisa Fromont , Martial Mermillod , Marina Reyboz

Search-Based Software Engineering (SBSE) is a promising paradigm that exploits the computational search to optimize different processes when engineering complex software systems. Self-adaptive system (SAS) is one category of such complex…

Software Engineering · Computer Science 2020-08-18 Tao Chen , Miqing Li , Ke Li , Kalyanmoy Deb

The focus of the tool FTOS is to alleviate designers' burden by offering code generation for non-functional aspects including fault-tolerance mechanisms. One crucial aspect in this context is to ensure that user-selected mechanisms for the…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-05-26 Chih-Hong Cheng , Christian Buckl , Javier Esparza , Alois Knoll

This paper presents a taxonomy that allows defining the fault tolerance regimes fail-operational, fail-degraded, and fail-safe in the context of automotive systems. Fault tolerance regimes such as these are widely used in recent…

Systems and Control · Electrical Eng. & Systems 2022-07-13 Torben Stolte , Stefan Ackermann , Robert Graubohm , Inga Jatzkowski , Björn Klamann , Hermann Winner , Markus Maurer

Safety-critical software systems are those whose failure or malfunction could result in casualty and/or serious financial loss. In such systems, safety assurance cases (SACs) are an emerging approach that adopts a proactive strategy to…

Software Engineering · Computer Science 2018-03-23 Jinghui Cheng , Micayla Goodrum , Ronald Metoyer , Jane Cleland-Huang

Context: Modern Systems of Systems (SoSs) increasingly operate in dynamic environments (e.g., smart cities, autonomous vehicles) where runtime composition -- the on-the-fly discovery, integration, and coordination of constituent systems…

Software Engineering · Computer Science 2025-10-15 Muhammad Ashfaq , Ahmed R. Sadik , Teerath Das , Muhammad Waseem , Niko Makitalo , Tommi Mikkonen

Microservice-based architectures enable different aspects of web applications to be created and updated independently, even after deployment. Associated technologies such as service mesh provide application-level fault resilience through…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-02 Fanfei Meng , Lalita Jagadeesan , Marina Thottan

With an increasing degree of automation, automated vehicle systems become more complex in terms of functional components as well as interconnected hardware and software components. Thus, holistic systems engineering becomes a severe…

Systems and Control · Computer Science 2018-04-25 Gerrit Bagschik , Marcus Nolte , Susanne Ernst , Markus Maurer

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