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Industrial IoT platforms in global manufacturing environments generate continuous operational data across production assets, utilities, and connected products. While data ingestion and storage capabilities have matured significantly,…

Software Engineering · Computer Science 2026-01-16 Vignesh Alagappan

The well-known Unified Modeling Language (UML) describes software entities, such as interfaces, classes, operations and attributes, as well as relationships among them, e.g. inheritance, containment and dependency. The power of UML lies in…

Accelerator Physics · Physics 2007-05-23 Klemen Zagar , Mark Plesko , Matej Sekoranja , Gasper Tkacik , Anze Vodovnik

The specification of requirements and tests are crucial activities in automotive development projects. However, due to the increasing complexity of automotive systems, practitioners fail to specify requirements and tests for distributed and…

The World Wide Web Consortium (W3C) has published several recommendations for building and storing ontologies, including the most recent OWL 2 Web Ontology Language (OWL). These initiatives have been followed by practical implementations…

Artificial Intelligence · Computer Science 2019-10-24 Yingbing Hua , Björn Hein

In the manufacturing context, there have been numerous efforts to use modeling and simulation tools and techniques to improve manufacturing efficiency over the last four decades. While an increasing number of manufacturing system decisions…

Other Computer Science · Computer Science 2007-05-23 Hind El Haouzi

The increasing use of machine-learning (ML) enabled systems in critical tasks fuels the quest for novel verification and validation techniques yet grounded in accepted system assurance principles. In traditional system development,…

Machine Learning · Computer Science 2020-02-11 Taejoon Byun , Sanjai Rayadurgam

ML models are increasingly deployed in settings with real world interactions such as vehicles, but unfortunately, these models can fail in systematic ways. To prevent errors, ML engineering teams monitor and continuously improve these…

Artificial Intelligence · Computer Science 2020-03-13 Daniel Kang , Deepti Raghavan , Peter Bailis , Matei Zaharia

Correctness constraints provide a foundation for automated debugging within object-oriented systems. This paper discusses a new approach to incorporating correctness constraints into Java development environments. Our approach uses the…

Software Engineering · Computer Science 2007-05-23 David J. Murray , Dale E. Parson

Context: Large Language Models (LLMs) enable automation of complex natural language processing across domains, but research on domain-specific applications like Finance remains limited. Objectives: This study explored open-source and…

Software Engineering · Computer Science 2025-09-30 Theo Koraag , Niklas Wagner , Felix Dobslaw , Lucas Gren

Assurance cases are used to demonstrate confidence in system properties of interest (e.g. safety and/or security). A number of system assurance approaches are adopted by industries in the safety-critical domain. However, the task of…

Software Engineering · Computer Science 2024-06-11 Ran Wei , Tim P. Kelly , Xiaotian Dai , Shuai Zhao , Richard Hawkins

In machine learning (ML), efficient asset management, including ML models, datasets, algorithms, and tools, is vital for resource optimization, consistent performance, and a streamlined development lifecycle. This enables quicker…

Software Engineering · Computer Science 2024-06-19 Zhimin Zhao , Yihao Chen , Abdul Ali Bangash , Bram Adams , Ahmed E. Hassan

Machine Learning (ML) is increasingly used to implement advanced applications with non-deterministic behavior, which operate on the cloud-edge continuum. The pervasive adoption of ML is urgently calling for assurance solutions assessing…

Machine Learning · Computer Science 2023-10-24 Marco Anisetti , Claudio A. Ardagna , Nicola Bena , Ernesto Damiani

Effective Operation and Maintenance (O&M) is critical to reducing the Levelised Cost of Energy (LCOE) from wind power, yet the unstructured, free-text nature of turbine maintenance logs presents a significant barrier to automated analysis.…

Computation and Language · Computer Science 2026-04-14 Max Malyi , Jonathan Shek , Alasdair McDonald , Andre Biscaya

Model checking is an established technique to formally verify automation systems which are required to be trusted. However, for sufficiently complex systems model checking becomes computationally infeasible. On the other hand, testing,…

Software Engineering · Computer Science 2019-07-30 Igor Buzhinsky , Valeriy Vyatkin

SHACL and OWL are two prominent W3C standards for managing RDF data. These languages share many features, but they have one fundamental difference: OWL, designed for inferring facts from incomplete data, makes the open-world assumption,…

Logic in Computer Science · Computer Science 2026-01-21 Anouk Oudshoorn , Magdalena Ortiz , Mantas Simkus

As real-time analysis of the new data become increasingly compelling, more organizations deploy Hybrid Transactional/Analytical Processing (HTAP) systems to support real-time queries on data recently generated by online transaction…

Databases · Computer Science 2022-08-24 Guoxin Kang , Lei Wang , Wanling Gao , Fei Tang , Jianfeng Zhan

Advances in machine learning (ML) open the way to innovating functions in the avionic domain, such as navigation/surveillance assistance (e.g. vision-based navigation, obstacle sensing, virtual sensing), speechto-text applications,…

Artificial Intelligence · Computer Science 2021-08-02 Guillaume Vidot , Christophe Gabreau , Ileana Ober , Iulian Ober

To cope with the increasing complexity of developing and maintaining modern (software) systems, multiple abstractions (models) of the same system can be established and used to allow different domain experts to collaborate and contribute…

Programming Languages · Computer Science 2018-03-30 Anthony Anjorin , Enes Yigitbas , Erhan Leblebici , Andy Schürr , Marius Lauder , Martin Witte

With the ever increasing complexity of Industry 4.0 systems, plant energy management systems developed to improve energy sustainability become equally complex. Based on a Model-Based Systems Engineering analysis, this paper aims to provide…

Computation and Language · Computer Science 2022-08-03 Romain Delabeye , Olivia Penas , Martin Ghienne , Arkadiusz Kosecki , Jean-Luc Dion

Large language models (LLMs) have emerged as powerful tools in the field of finance, particularly for risk management across different asset classes. In this work, we introduce a Cross-Asset Risk Management framework that utilizes LLMs to…

Computation and Language · Computer Science 2025-04-08 Jie Yang , Yiqiu Tang , Yongjie Li , Lihua Zhang , Haoran Zhang