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Software Engineering and the implementation of software has become a challenging task as many tools, frameworks and languages must be orchestrated into one functioning piece. This complexity increases the need for testing and analysis…

Software Engineering · Computer Science 2018-06-27 Hannes Thaller

Artificial intelligence (AI) and machine learning (ML) are increasingly broadly adopted in industry, However, based on well over a dozen case studies, we have learned that deploying industry-strength, production quality ML models in systems…

Machine Learning · Computer Science 2020-06-04 Jan Bosch , Ivica Crnkovic , Helena Holmström Olsson

The development of high-quality software or software-intensive systems requires custom-tailored process models that fit the organizational and project goals as well as the development contexts. These models are a necessary prerequisite for…

Software Engineering · Computer Science 2014-01-20 Jürgen Münch

Context and motivation: Requirements engineering of complex IT systems needs to manage the many, and often vague and conflicting, organisational rules that exist in the context of a modern enterprise. At the same time, IT systems affect the…

Software Engineering · Computer Science 2024-02-22 Jöran Lindeberg , Eric-Oluf Svee , Martin Henkel

Most recent software related accidents have been system accidents. To validate the absence of system hazards concerning dysfunctional interactions, industrials call for approaches of modeling system safety requirements and interaction…

Software Engineering · Computer Science 2016-11-17 Zhe Chen , Gilles Motet

With recent increasing computational and data requirements of scientific applications, the use of large clustered systems as well as distributed resources is inevitable. Although executing large applications in these environments brings…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-30 Alexandru Costan , Florin Pop , Corina Stratan , Ciprian Dobre , Catalin Leordeanu , Valentin Cristea

The challenges related to dependable complex systems are heterogeneous and involve different aspects of the system. On one hand, the decision-making processes need to take into account many options. On the other hand, the design of the…

Software Engineering · Computer Science 2020-11-16 Felicien Ihirwe , Silvia Mazzini , Pierluigi Pierini , Alberto Debiasi , Stefano Tonetta

As research in the Internet of Thing area progresses, and a multitude of proposals exist to solve a variety of problems, the need for a general principled software engineering approach for the systematic development of IoT systems and…

Software Engineering · Computer Science 2016-01-22 Franco Zambonelli

Context: Advancements in machine learning (ML) lead to a shift from the traditional view of software development, where algorithms are hard-coded by humans, to ML systems materialized through learning from data. Therefore, we need to…

Software Engineering · Computer Science 2021-06-16 Görkem Giray

A key aspect in creating models of production systems with the use of model-based systems engineering (MBSE) lies in the description of system functions. These functions shouldbe described in a clear and standardized manner.The VDI/VDE 3682…

Software Engineering · Computer Science 2024-03-12 Lasse Beers , Hamied Nabizada , Maximilian Weigand , Felix Gehlhoff , Alexander Fay

Machine-learning (ML) techniques have become popular in the recent years. ML techniques rely on mathematics and on software engineering. Researchers and practitioners studying best practices for designing ML application systems and software…

Software Engineering · Computer Science 2019-10-14 Hironori Washizaki , Hiromu Uchida , Foutse Khomh , Yann-Gael Gueheneuc

The given work describes methodological principles of design instrumental complex of ontological purpose. Instrumental complex intends for the implementation of the integrated information technologies automated build of domain ontologies.…

Artificial Intelligence · Computer Science 2018-03-28 A. V. Palagin , N. G. Petrenko , V. Yu. Velychko , K. S. Malakhov , Yu. L. Tikhonov

This chapter serves as an introduction to systems engineering focused on the broad issues surrounding realizing complex integrated systems. What is a system? We pose a number of possible definitions and perspectives, but leave open the…

Systems and Control · Electrical Eng. & Systems 2025-08-18 John W. Sheppard

Increasingly sophisticated mathematical modelling processes from Machine Learning are being used to analyse complex data. However, the performance and explainability of these models within practical critical systems requires a rigorous and…

Machine Learning · Computer Science 2020-12-08 Xingyu Zhao , Alec Banks , James Sharp , Valentin Robu , David Flynn , Michael Fisher , Xiaowei Huang

The given paper considered a generalized model representation of the software system "Instrumental complex for ontological engineering purpose". Represented complete software system development process. Developed relevant formal models of…

Software Engineering · Computer Science 2022-01-04 A. V. Palagin , N. G. Petrenko , V. Yu. Velychko , K. S. Malakhov

Software-intensive Systems-of-Systems (SoS) refer to an arrangement of managerially and operationally independent systems(i.e., constituent systems), which work collaboratively towards the achievement of global missions. Because some SoS…

Software Engineering · Computer Science 2020-07-15 Cristiane Aparecida Lana , Milena Guessi , Pablo Oliveira Antonino , Dieter Rombach , Elisa Yumi NakagawaA

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development…

Software Engineering · Computer Science 2019-09-02 Hrvoje Belani , Marin Vuković , Željka Car

This article gives a methodological overview of Value-based Engineering for ethics by design. It discusses key challenges and measures involved in eliciting, conceptualizing, prioritizing and respecting values in system design. Thereby it…

Computers and Society · Computer Science 2020-10-26 Sarah Spiekermann , Till Winkler

In large-scale projects operated in regulated environments, standard development processes are employed to meet strict compliance demands. Since such processes are usually complex, providing process users with access to their required…

Software Engineering · Computer Science 2025-02-18 Oliver Greulich , Christoph Knieke , Bassel Rafie , Andreas Rausch , Marco Kuhrmann

Manufacturing Execution Systems (MES) optimize production and business processes at the same time. However, the engineering and specification of MES is a challenging, interdisciplinary process. Especially IT and production experts with…

Systems and Control · Electrical Eng. & Systems 2022-12-12 Maria Witsch , Birgit Vogel-Heuser
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