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This paper presents a forward-looking vision for artificial intelligence-driven software architecture that addresses longstanding challenges in design and evolution. Although artificial intelligence has achieved notable success in software…

Software Engineering · Computer Science 2025-04-08 Alessio Bucaioni , Martin Weyssow , Junda He , Yunbo Lyu , David Lo

Self-adaptive robotic systems operate autonomously in dynamic and uncertain environments, requiring robust real-time monitoring and adaptive behaviour. Unlike traditional robotic software with predefined logic, self-adaptive robots exploit…

AI for software engineering has made remarkable progress recently, becoming a notable success within generative AI. Despite this, there are still many challenges that need to be addressed before automated software engineering reaches its…

Software Engineering · Computer Science 2025-03-31 Alex Gu , Naman Jain , Wen-Ding Li , Manish Shetty , Yijia Shao , Ziyang Li , Diyi Yang , Kevin Ellis , Koushik Sen , Armando Solar-Lezama

A paradigm shift is underway in Software Engineering, with AI systems such as LLMs playing an increasingly important role in boosting software development productivity. This trend is anticipated to persist. In the next years, we expect a…

Software Engineering · Computer Science 2026-03-27 Valerio Terragni , Annie Vella , Partha Roop , Kelly Blincoe

With the proliferation of AI-enabled software systems in smart manufacturing, the role of such systems moves away from a reactive to a proactive role that provides context-specific support to manufacturing operators. In the frame of the EU…

Software Engineering · Computer Science 2022-01-24 Philipp Haindl , Georg Buchgeher , Maqbool Khan , Bernhard Moser

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 ongoing digitization of the industrial sector has reached a pivotal juncture with the emergence of Digital Twins, offering a digital representation of physical assets and processes. One key aspect of those digital representations are…

Computational Engineering, Finance, and Science · Computer Science 2024-12-23 Franz Georg Listl , Daniel Dittler , Gary Hildebrandt , Valentin Stegmaier , Nasser Jazdi , Michael Weyrich

Contemporary software systems, such as the Internet of Things, Industry 4.0 and Intelligent Cities, present challenges for their engineering, since they question our traditional form of software development. They represent a promising…

Software Engineering · Computer Science 2019-04-29 Rebeca C. Motta

Although AI is transforming the world, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and frameworks for responsible AI have been issued recently. However, they…

Software Engineering · Computer Science 2022-03-17 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , Zhenchang Xing

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski

For a software system, its architecture is typically defined as the fundamental organization of the system incorporated by its components, their relationships to one another and their environment, and the principles governing their design.…

Software Engineering · Computer Science 2011-03-22 Robert Dabrowski , Krzysztof Stencel , Grzegorz Timoszuk

Software architecture often consists of interconnected components dispersed across source code and other development artifacts, making visualization difficult without costly additional documentation. Although some tools can automatically…

Software Engineering · Computer Science 2024-07-26 Filipe F. Correia , Ricardo Ferreira , Paulo G. G Queiroz , Henrique Nunes , Matilde Barra , Duarte Figueiredo

Digital twins promise a better understanding and use of complex systems. To this end, they represent these systems at their runtime and may interact with them to control their processes. Software engineering is a wicked challenge in which…

Software Engineering · Computer Science 2025-10-08 Robin Kimmel , Judith Michael , Andreas Wortmann , Jingxi Zhang

Modern engineering design platforms excel at discipline-specific tasks such as CAD, CAM, and CAE, but often lack native systems engineering frameworks. This creates a disconnect where system-level requirements and architectures are managed…

Software Engineering · Computer Science 2026-03-05 H. Sinan Bank , Daniel R. Herber

In the ever-evolving landscape of Artificial Intelligence (AI), the synergy between generative AI and Software Engineering emerges as a transformative frontier. This whitepaper delves into the unexplored realm, elucidating how generative AI…

In the last 15 years, software architecture has emerged as an important software engineering field for managing the development and maintenance of large, software- intensive systems. Software architecture community has developed numerous…

Software Engineering · Computer Science 2017-01-24 Davide Falessi , Muhammad Ali Babar , Giovanni Cantone , Philippe Kruchten

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

Multiple forms of digital transformation are imminent. Digital Twins represent one concept. It is gaining momentum because it may offer real-time transparency. Rapid diffusion of digital duplicates faces hurdles due to lack of semantic…

Computers and Society · Computer Science 2016-10-21 Shoumen Palit Austin Datta

Software development has steadily embraced agile software development methodology/method (ASDM) and has been moving away from the plan driven software development methodology (PDM) approaches like waterfall. Given the iterative nature of…

Software Engineering · Computer Science 2021-03-02 Vinod Menon , Roopak Sinha , Stephen MacDonell

The Internet of Things supports various industrial applications. The cooperation and coordination of smart things are a promising strategy for satisfying requirements that are beyond the capacity of a single smart thing. One of the major…

Software Engineering · Computer Science 2021-03-10 Frédéric Lemoine , Tatiana Aubonnet , Noëmie Simoni
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