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The development of Machine Learning (ML) based systems is complex and requires multidisciplinary teams with diverse skill sets. This may lead to communication issues or misapplication of best practices. Process models can alleviate these…

Software Engineering · Computer Science 2024-08-29 Sergio Morales , Robert Clarisó , Jordi Cabot

Model-driven engineering is the automatic production of software artefacts from abstract models of structure and functionality. By targeting a specific class of system, it is possible to automate aspects of the development process, using…

Software Engineering · Computer Science 2013-01-03 Chen-Wei Wang , Jim Davies

Approaches to self-adaptive software systems use models at runtime to leverage benefits of model-driven engineering (MDE) for providing views on running systems and for engineering feedback loops. Most of these approaches focus on causally…

Software Engineering · Computer Science 2018-05-23 Thomas Vogel , Holger Giese

Model-driven engineering (MDE) simplifies software development through abstraction, yet challenges such as time constraints, incomplete domain understanding, and adherence to syntactic constraints hinder the design process. This paper…

Software Engineering · Computer Science 2024-10-17 Meriem Ben Chaaben , Lola Burgueño , Istvan David , Houari Sahraoui

Blended modeling is an emerging paradigm involving seamless interaction between multiple notations for the same underlying modeling language. We focus on a model-driven engineering (MDE) approach based on meta-models to develop textual…

Software Engineering · Computer Science 2024-01-31 Weixing Zhang

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

The development of Machine Learning (ML) models is more than just a special case of software development (SD): ML models acquire properties and fulfill requirements even without direct human interaction in a seemingly uncontrollable manner.…

Engineering models created in Model-Based Systems Engineering (MBSE) environments contain detailed information about system structure and behavior. However, they typically lack symbolic planning semantics such as preconditions, effects, and…

Artificial Intelligence · Computer Science 2025-09-16 Hamied Nabizada , Lasse Beers , Alain Chahine , Felix Gehlhoff , Oliver Niggemann , Alexander Fay

Industrial automation systems (IASs) are traditionally developed using a sequential approach where the automation software, which is commonly based on the IEC 61131 languages, is developed when the design and in many cases the…

Software Engineering · Computer Science 2014-06-24 Kleanthis Thramboulidis

This paper contributes to speeding up the design and deployment of engineering dynamical systems by proposing a strategy for exploiting domain and expert knowledge for the automated generation of a dynamical system computational model…

Computation and Language · Computer Science 2026-04-23 Matthew Anderson Hendricks , Alice Cicirello

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

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

The aim of this paper is to propose a rigorous and complete design framework for complex system based on system engineering (SE) principles. The SE standard EIA-632 is used to guide the approach. Within this framework, two aspects are…

Software Engineering · Computer Science 2012-12-19 Romaric Guillerm , Hamid Demmou , Nabil Sadou

Predictive modeling has an increasing number of applications in various fields. High demand for predictive models drives creation of tools that automate and support work of data scientist on the model development. To better understand what…

Machine Learning · Computer Science 2019-07-11 Przemyslaw Biecek

Model-Driven Engineering (MDE) is a software engineering methodology focusing on models as primary artifacts. In the last years, the emergence of Web technologies has led to the development of Web-based modeling tools and model-based…

Software Engineering · Computer Science 2024-06-26 Adiel Tuyishime , Francesco Basciani , Javier Luis Cánovas Izquierdo , Ludovico Iovino

Multi-Robot System (MRS) is a complex system that contains many different software and hardware components. This main problem addressed in this article is the MRS design complexity. The proposed solution provides a modular modeling and…

Artificial Intelligence · Computer Science 2024-07-29 Ahmed R. Sadik , Christian Goerick

Models are used in both Software Engineering (SE) and Artificial Intelligence (AI). SE models may specify the architecture at different levels of abstraction and for addressing different concerns at various stages of the software…

Software Engineering · Computer Science 2022-01-20 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

Component-based software engineering (CBSE) decomposes complex systems into reusable components. Model-driven engineering (MDE) aims to abstract from complexities by lifting abstract models to primary development artifacts. Component and…

Software Engineering · Computer Science 2015-11-02 Lars Hermerschmidt , Katrin Hölldobler , Bernhard Rumpe , Andreas Wortmann

There is a pressing need for better development methods and tools to keep up with the growing demand and increasing complexity of new software systems. New types of user interfaces, the need for intelligent components, sustainability…

Software Engineering · Computer Science 2026-04-14 Jordi Cabot

In the SysLab project we develop a software engineering method based on a mathematical foundation. The SysLab system model serves as an abstract mathematical model for information systems and their components. It is used to formalize the…

Software Engineering · Computer Science 2014-09-26 Cornel Klein , Bernhard Rumpe , Manfred Broy