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Large Language Models (LLMs) are used for many different software engineering tasks. In software architecture, they have been applied to tasks such as classification of design decisions, detection of design patterns, and generation of…

Software Engineering · Computer Science 2025-05-23 Larissa Schmid , Tobias Hey , Martin Armbruster , Sophie Corallo , Dominik Fuchß , Jan Keim , Haoyu Liu , Anne Koziolek

Ultra-large scale (ULS) systems are becoming pervasive. They are inherently complex, which makes their design and control a challenge for traditional methods. Here we propose the design and analysis of ULS systems using measures of…

Neural and Evolutionary Computing · Computer Science 2013-03-25 Michele Amoretti , Carlos Gershenson

Significant efforts has been made to expand the use of Large Language Models (LLMs) beyond basic language tasks. While the generalizability and versatility of LLMs have enabled widespread adoption, evolving demands in application…

Software Engineering · Computer Science 2024-11-20 Dawen Zhang , Xiwei Xu , Chen Wang , Zhenchang Xing , Robert Mao

Software architecture has been a key research area in the software engineering community due to its significant role in creating high quality software. The trend of developing product lines rather than single products has made the software…

Software Engineering · Computer Science 2015-07-27 Faheem Ahmed , Luiz Fernando Capretz

Sustainability is an increasingly-studied topic in software engineering in general, and in software architecture in particular. There are already a number of secondary studies addressing sustainability in software engineering, but no such…

Software Engineering · Computer Science 2022-04-26 Vasilios Andrikopoulos , Rares-Dorian Boza , Carlos Perales , Patricia Lago

The integration of large language models into software systems is transforming capabilities such as natural language understanding, decision-making, and autonomous task execution. However, the absence of a commonly accepted software…

Software Engineering · Computer Science 2025-01-23 Alessio Bucaioni , Martin Weyssow , Junda He , Yunbo Lyu , David Lo

The design productivity gap requires more efficient design methods. Software systems have faced the same challenge and seem to have mastered it with the introduction of more abstract design methods. The UML has become the standard for…

Software Engineering · Computer Science 2011-11-09 Tim Schattkowsky

The transition from large centralized complex control systems to distributed configurations that rely on a network of a very large number of interconnected simpler subsystems is ongoing and inevitable in many applications. It is attributed…

Systems and Control · Electrical Eng. & Systems 2025-04-01 Leonardo Pedroso , Pedro Batista , W. P. M. H. Heemels

The problems caused by the gap between system- and software-level architecting practices, especially in the context of Systems of Systems where the two disciplines inexorably meet, is a well known issue with a disappointingly low amount of…

Software Engineering · Computer Science 2021-02-10 Héctor Cadavid , Vasilios Andrikopoulos , Paris Avgeriou , P. Chris Broekema

Modern software development methodologies include reuse of open source code. Reuse can be facilitated by architectural knowledge of the software, not necessarily provided in the documentation of open source software. The effort required to…

Software Engineering · Computer Science 2011-10-11 Eleni Constantinou , George Kakarontzas , Ioannis Stamelos

Orientation of modern software systems towards data-intensive processing raises new difficulties in software engineering on how to build and maintain such systems. Some of the important challenges concern the design of software…

Software Engineering · Computer Science 2023-12-07 Aleksandar Dimov , Simeon Emanuilov , Boyan Bontchev , Yavor Dankov , Tasos Papapostolu

Unique developmental and operational characteristics of ML components as well as their inherent uncertainty demand robust engineering principles are used to ensure their quality. We aim to determine how software systems can be (re-)…

Software Engineering · Computer Science 2022-01-11 Alex Serban , Joost Visser

Software architecture is the foundation of a system's ability to achieve various quality attributes, including software performance. However, there lacks comprehensive and in-depth understanding of why and how software architecture and…

Software Engineering · Computer Science 2024-10-24 Yutong Zhao , Lu Xiao , Chenhao Wei , Rick Kazman , Ye Yang

This paper explores the issues around the construction of large-scale complex systems which are built as 'systems of systems' and suggests that there are fundamental reasons, derived from the inherent complexity in these systems, why our…

Software Engineering · Computer Science 2011-09-16 Ian Sommerville , Dave Cliff , Radu Calinescu , Justin Keen , Tim Kelly , Marta Kwiatkowska , John McDermid , Richard Paige

Context: The challenges posed by the architecting of System of Systems (SoS) has motivated a significant number of research efforts in the area. However, literature is lacking when it comes to the interplay between the disciplines involved…

Software Engineering · Computer Science 2022-06-24 Héctor Cadavid , Vasilios Andrikopoulos , Paris Avgeriou , P. Chris Broekema

The increasing usage of machine learning (ML) coupled with the software architectural challenges of the modern era has resulted in two broad research areas: i) software architecture for ML-based systems, which focuses on developing…

Software Engineering · Computer Science 2021-03-17 Henry Muccini , Karthik Vaidhyanathan

This study investigates the impact of software design model capabilities and data structure algorithm abilities on microservices architecture design within enterprises. Utilizing a qualitative methodology, the research involved in-depth…

Software Engineering · Computer Science 2024-11-08 Jun Cui

With the rapid integration of Machine Learning (ML) in business applications and processes, it is crucial to ensure the quality, reliability and reproducibility of such systems. We suggest a methodical approach towards ML system quality…

Machine Learning · Computer Science 2025-02-26 Angelantonio Castelli , Georgios Christos Chouliaras , Dmitri Goldenberg

Architecture erosion is a big challenge in modern architectures leading to a deterioration of the quality properties of these systems. Today, no comprehensive approach for regaining architecture consistency in eroded software systems exists…

Software Engineering · Computer Science 2021-04-29 Christoph Knieke , Andreas Rausch , Mirco Schindler

This paper explores the architecture of Software as a Service (SaaS) platforms, emphasizing scalability and maintainability. SaaS, a flexible software distribution model suitable for individuals and organizations, has become prevalent with…

Software Engineering · Computer Science 2024-03-11 Ardy Dedase
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