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One foundation of the model driven engineering (MDE) is to separate the modelling application description from its technological implementation (i.e. platform). Some of them are dedicated to the system execution. Hence, one promise solution…

Software Engineering · Computer Science 2014-07-25 Frédéric Thomas , Jérôme Delatour , François Terrier , Matthias Brun , Sébastien Gérard

This paper presents a SysML-based approach to enhance functional and software development process within an industrial context. The recent changes in technology such as electromobility and increased automation in heavy construction…

Software Engineering · Computer Science 2019-06-21 Saurabh Tiwari , Emina Smajlovic , Amina Krekic , Jagadish Suryadevara

Machine learning (ML) teams often work on a project just to realize the performance of the model is not good enough. Indeed, the success of ML-enabled systems involves aligning data with business problems, translating them into ML tasks,…

Software Engineering · Computer Science 2022-06-22 Hugo Villamizar , Marcos Kalinowski , Helio Lopes

Synchronous languages rely on formal methods to ease the development of applications in an efficient and reusable way. Formal methods have been advocated as a means of increasing the reliability of systems, especially those which are safety…

Programming Languages · Computer Science 2009-04-20 Annie Ressouche , Daniel Gaffé , Valérie Roy

Machine learning (ML) components are being added to more and more critical and impactful software systems, but the software development process of real-world production systems from prototyped ML models remains challenging with additional…

Software Engineering · Computer Science 2024-05-07 Jie JW Wu

Models are fundamentally crucial to many scientific fields, including software engineering, systems engineering, enterprise modeling, and business modeling. This paper focuses on diagrammatic conceptual modeling, as opposed to mathematical…

Software Engineering · Computer Science 2021-10-28 Sabah Al-Fedaghi , Mahdi Modhaffar

Application of formal models provides many benefits for the software and system development, however, the learning curve of formal languages could be a critical factor for an industrial project. Thus, a natural language specification that…

Software Engineering · Computer Science 2016-12-07 Phan Vo Thu Nhat , Maria Spichkova

Automatically generating formal specifications including loop invariants, preconditions, and postconditions for legacy code is critical for program understanding, reuse and verification. However, the inherent complexity of control and data…

Software Engineering · Computer Science 2026-01-21 Fanpeng Yang , Xu Ma , Shuling Wang , Xiong Xu , Qinxiang Cao , Naijun Zhan , Xiaofeng Li , Bin Gu

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

The Unified Modeling Language (UML) is rapidly emerging as a de-facto standard for modelling OO systems. Given this role, it is imperative that the UML needs a well-defined, fully explored semantics. Such semantics is required in order to…

Software Engineering · Computer Science 2014-09-25 Andy Evans , Robert France , Kevin Lano , Bernhard Rumpe

Discrete event simulation specification (DEVS) is a formalism designed to describe both discrete state and continuous state systems. It is a powerful abstract mathematical notation. However, until recently it lacked proper graphical…

Other Computer Science · Computer Science 2007-05-23 Dmitry Zinoviev

In information systems, a system is analyzed using a modeling tool. Analysis is an important phase prior to implementation in order to obtain the correct requirements of the system. During the requirements phase, the software requirements…

Software Engineering · Computer Science 2010-11-02 Rosziati Ibrahim

Fully automated verification of large-scale software and hardware systems is arguably the holy grail of formal methods. Large language models (LLMs) have recently demonstrated their potential for enhancing the degree of automation in formal…

Software Engineering · Computer Science 2025-08-21 Zhongyi Wang , Tengjie Lin , Mingshuai Chen , Mingqi Yang , Haokun Li , Xiao Yi , Shengchao Qin , Jianwei Yin

The Unified Modeling Language (UML) is rapidly emerging as a de-facto standard for modelling OO systems. Given this role, it is imperative that the UML have a well- defined, fully explored semantics. Such semantics is required in order to…

Software Engineering · Computer Science 2014-09-25 Andy Evans , Robert France , Kevin Lano , Bernhard Rumpe

Continuous integration is an indispensable step of modern software engineering practices to systematically manage the life cycles of system development. Developing a machine learning model is no difference - it is an engineering process…

Machine Learning · Computer Science 2019-03-04 Cedric Renggli , Bojan Karlaš , Bolin Ding , Feng Liu , Kevin Schawinski , Wentao Wu , Ce Zhang

Multimodal summarization integrating information from diverse data modalities presents a promising solution to aid the understanding of information within various processes. However, the application and advantages of multimodal…

Software Engineering · Computer Science 2025-03-07 Nenad Petrovic , Yurui Zhang , Moaad Maaroufi , Kuo-Yi Chao , Lukasz Mazur , Fengjunjie Pan , Vahid Zolfaghari , Alois Knoll

Declarative machine learning (ML) aims at the high-level specification of ML tasks or algorithms, and automatic generation of optimized execution plans from these specifications. The fundamental goal is to simplify the usage and/or…

Databases · Computer Science 2016-05-20 Matthias Boehm , Alexandre V. Evfimievski , Niketan Pansare , Berthold Reinwald

In this paper, we propose a method for aligning models with their realization through the application of model-based systems engineering. Our approach is divided into three steps. (1) Firstly, we leverage domain expertise and the Unified…

Systems and Control · Electrical Eng. & Systems 2024-07-16 Lovis Justin Immanuel Zenz , Erik Heiland , Peter Hillmann , Andreas Karcher

Formal Methods (FMs) are currently essential for verifying the safety and reliability of software systems. However, the specification writing in formal methods tends to be complex and challenging to learn, requiring familiarity with various…

Software Engineering · Computer Science 2024-04-30 Jianyu Zhang , Long Zhang , Yixuan Wu , Feng Yang

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