A systematic literature review of model-driven engineering using machine learning
Model-driven engineering (MDE) is a software engineering paradigm based on the
systematic use of models. Over the past few years, engineers have significantly increased …
systematic use of models. Over the past few years, engineers have significantly increased …
[HTML][HTML] A reflection on the impact of model mining from GitHub
Abstract Context: Since 1998, the ACM/IEEE 25th International Conference on Model Driven
Engineering Languages and Systems (MODELS) has been studying all aspects surrounding …
Engineering Languages and Systems (MODELS) has been studying all aspects surrounding …
UML diagram classification model based on convolution neural network
F Wang - Optik, 2022 - Elsevier
Nowadays, the amount of data generated daily in various fields is constantly expanding, and
the research field of UML diagram is no exception. It has strong expressiveness for complex …
the research field of UML diagram is no exception. It has strong expressiveness for complex …
Symbol Detection in Mechanical Engineering Sketches: Experimental Study on Principle Sketches with Synthetic Data Generation and Deep Learning.
S Bickel, S Goetz, S Wartzack - Applied Sciences (2076 …, 2024 - search.ebscohost.com
Digital transformation is omnipresent in our daily lives and its impact is noticeable through
new technologies, like smart devices, AI-Chatbots or the changing work environment. This …
new technologies, like smart devices, AI-Chatbots or the changing work environment. This …
Transforming Sketches of UML Use Case Diagrams to Models
M Ražinskas, B Miliūnas, M Jurgelaitis… - IEEE …, 2024 - ieeexplore.ieee.org
Considering that use case specification often plays the most important role in requirements
engineering, transitioning from a design on paper to an editable, standard-compliant model …
engineering, transitioning from a design on paper to an editable, standard-compliant model …
[HTML][HTML] Creating and Validating a Ground Truth Dataset of Unified Modeling Language Diagrams Using Deep Learning Techniques
J Torcal, V Moreno, J Llorens, A Granados - Applied Sciences, 2024 - mdpi.com
Featured Application Having a curated dataset of UML diagrams without duplicate elements
and with accurate labels is particularly useful in the fields of software engineering and …
and with accurate labels is particularly useful in the fields of software engineering and …
From sketches to graphs: a deep learning based method for detection and contextualisation of principle sketches in the early phase of product development
S Bickel, S Goetz, S Wartzack - Proceedings of the Design Society, 2023 - cambridge.org
The digitalization trend is finding its way more and more into product development, resulting
in new frameworks to enhance product engineering. An integral element is the application of …
in new frameworks to enhance product engineering. An integral element is the application of …
From Image to UML: First Results of Image Based UML Diagram Generation Using LLMs
A Conrardy, J Cabot - arXiv preprint arXiv:2404.11376, 2024 - arxiv.org
In software engineering processes, systems are first specified using a modeling language
such as UML. These initial designs are often collaboratively created, many times in meetings …
such as UML. These initial designs are often collaboratively created, many times in meetings …
Comparative Analysis of Deep Learning Models for Validating Use Case Diagrams
BD Mardiana, TR Hadiningrum… - 2024 16th International …, 2024 - ieeexplore.ieee.org
In the ever-evolving world of technology, the validation of use case diagrams is essential to
ensure the reliability and consistency of software applications. An effective validation …
ensure the reliability and consistency of software applications. An effective validation …
Simulation of UML graph classification model by using data preprocessing and convolutional neural network
F Wang - Optical and Quantum Electronics, 2024 - Springer
With the gradual strengthening of science and technology and the continuous progress of
the times, various fields of technology have been improved, resulting in an increasing …
the times, various fields of technology have been improved, resulting in an increasing …