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Artificial intelligence (AI) in its various forms finds more and more its way into complex distributed systems. For instance, it is used locally, as part of a sensor system, on the edge for low-latency high-performance inference, or in the…

Software Engineering · Computer Science 2022-12-29 Hans-Martin Heyn , Eric Knauss , Patrizio Pelliccione

The knowledge of the world is passed on through libraries. Accordingly, domain expertise and experiences should also be transferred within an enterprise by a knowledge base. Therefore, models are an established medium to describe good…

Software Engineering · Computer Science 2022-11-22 Peter Hillmann , Diana Schnell , Harald Hagel , Andreas Karcher

Artificial Intelligence (AI) and Machine Learning have enormous potential to transform businesses and disrupt entire industry sectors. However, companies wishing to integrate algorithmic decisions into their face multiple challenges: They…

Computers and Society · Computer Science 2020-09-24 U. Kerzel

The contemporary development of hardware components is a prerequisite for increasing the concentration of computing power. System software is developing at a much slower pace. To use available resources efficiently modeling is required.…

Operating Systems · Computer Science 2014-02-21 Asen Petkov Iliev

Smart databases are adopting artificial intelligence (AI) technologies to achieve {\em instance optimality}, and in the future, databases will come with prepackaged AI models within their core components. The reason is that every database…

Databases · Computer Science 2021-05-27 Debjyoti Paul , Jie Cao , Feifei Li , Vivek Srikumar

Modern enterprises are increasingly driven by the DATA+AI paradigm, in which Database Management Systems (DBMSs) and Large Language Models (LLMs) have become two foundational infrastructures powering a wide range of industrial and business…

Databases · Computer Science 2025-07-28 Zhengtong Yan , Gongsheng Yuan , Qingsong Guo , Jiaheng Lu

Complex systems typically have many different parts and facets, with different characteristics. In a multi-paradigm approach to modeling, formalisms with different natures are used in combination to describe complementary parts and aspects…

Logic in Computer Science · Computer Science 2013-08-14 Marcello M. Bersani , Carlo A. Furia , Matteo Pradella , Matteo Rossi

This paper discusses the concept of model-driven software engineering applied to the Grid application domain. As an extension to this concept, the approach described here, attempts to combine both formal architecture-centric and…

Software Engineering · Computer Science 2007-05-23 David Manset , Herve Verjus , Richard McClatchey , Flavio Oquendo

During these last years, the use of the web technologies in the enterprises becomes an essential factor to define a new business model. Among these technologies, web services and enterprise portals have gathered to integrate existing…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-03 Mohamed Gharzouli

The popularisation of applying AI in businesses poses significant challenges relating to ethical principles, governance, and legal compliance. Although businesses have embedded AI into their day-to-day processes, they lack a unified…

Artificial Intelligence · Computer Science 2024-12-09 Haocheng Lin

This paper is based on and advocates the trend in software engineering of extending the use of software patterns as means of structuring solutions to software development problems (be they motivated by best practice or by company interests…

Software Engineering · Computer Science 2007-05-23 Jean-Marc Rosengard , Marian Ursu

The rapid advancement of AI technology has led to widespread applications of agent systems across various domains. However, the need for detailed architecture design poses significant challenges in designing and operating these systems.…

Software Engineering · Computer Science 2024-08-07 Jingwen Zhou , Qinghua Lu , Jieshan Chen , Liming Zhu , Xiwei Xu , Zhenchang Xing , Stefan Harrer

Large Language Models (LLMs) have showcased remarkable capabilities surpassing conventional NLP challenges, creating opportunities for use in production use cases. Towards this goal, there is a notable shift to building compound AI systems,…

The integration of artificial intelligence into business processes has significantly enhanced decision-making capabilities across various industries such as finance, healthcare, and retail. However, explaining the decisions made by these AI…

Artificial Intelligence · Computer Science 2024-10-29 Arne Grobrugge , Nidhi Mishra , Johannes Jakubik , Gerhard Satzger

We outline a comprehensive framework for artificial intelligence (AI) Application Operations (AIAppOps), based on real-world experiences from diverse organizations. Data-driven projects pose additional challenges to organizations due to…

Computers and Society · Computer Science 2026-01-13 Daniel Jönsson , Mattias Tiger , Stefan Ekberg , Daniel Jakobsson , Mattias Jonhede , Fredrik Viksten

Software engineers make use of design patterns for reasons that range from performance to code comprehensibility. Several design patterns capturing the body of knowledge of best practices have been proposed in the past, namely creational,…

Software Engineering · Computer Science 2019-01-11 Luis Cruz , Rui Abreu

As a consequence to the hype of Grid computing, such systems have seldom been designed using formal techniques. The complexity and rapidly growing demand around Grid technologies has favour the use of classical development techniques,…

Software Engineering · Computer Science 2007-05-23 David Manset , Richard McClatchey , Flavio Oquendo , Herve Verjus

Public sector procurement units in the field of ICT suffer from siloed, application-specific architectures, where each system operates in isolation from others. As a consequence, similar or even identical data is maintained in several…

Computers and Society · Computer Science 2023-09-18 Reetta Ghezzi , Taija Kolehmainen , Manu Setälä , Tommi Mikkonen

With increasing linkage within value chains, the IT systems of different companies are also being connected with each other. This enables the integration of services within the movement of Industry 4.0 in order to improve the quality and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-31 Erik Heiland , Peter Hillmann , Andreas Karcher

AI documentation is a rapidly-growing channel for coordinating the design of AI technologies with policies for transparency and accessibility. Calls to standardize and enact documentation of algorithmic harms and impacts are now…

Computers and Society · Computer Science 2023-03-21 Soham Mehta , Anderson Rogers , Thomas Krendl Gilbert