Machine learning for engineering design toward smart customization: A systematic review

X Wang, A Liu, S Kara - Journal of Manufacturing Systems, 2022 - Elsevier
In today's manufacturing industry, companies are striving to provide customized products to
maintain competitiveness. The challenge of design customization lies in the company's …

Requirements extraction from engineering standards–systematic evaluation of extraction techniques

J Luttmer, V Prihodko, D Ehring, A Nagarajah - Procedia CIRP, 2023 - Elsevier
Working with information and knowledge is highly important in engineering design.
Especially due to the continuous growth of information embedded in documents, the …

i-Dataquest: A heterogeneous information retrieval tool using data graph for the manufacturing industry

L Kim, E Yahia, F Segonds, P Véron, A Mallet - Computers in Industry, 2021 - Elsevier
Manufacturing industry needs access to the data in order to realise its activities but also to
generate new value-added knowledge. Nevertheless, it is confronted with a large and …

Testing a new structured tool for supporting requirements' formulation and decomposition

L Fiorineschi, N Becattini, Y Borgianni, F Rotini - Applied Sciences, 2020 - mdpi.com
The definition of a comprehensive initial set of engineering requirements is crucial to an
effective and successful design process. To support engineering designers in this non-trivial …

A property graph data model for a context-aware design assistant

R Pinquié, P Véron, F Segonds, T Zynda - … in the Digital Twin Era: 16th …, 2019 - Springer
Abstract [Context] The design of a product requires to satisfy a large number of design rules
so as to avoid design errors.[Problem] Although there are numerous technological …

From natural language text to rules: knowledge acquisition from formal documents for aircraft assembly

N Madhusudanan, B Gurumoorthy… - Journal of Engineering …, 2019 - Taylor & Francis
Abstract Knowledge acquisition is a well-acknowledged bottleneck in the building of
knowledge-based systems. Documents are a useful source of knowledge from experts. This …

A requirement mining framework to support complex sub-systems suppliers

R Pinquié, P Véron, F Segonds, N Croué - Procedia CIRP, 2018 - Elsevier
The design of engineered socio-technical systems relies on a value chain within which
suppliers must cope with larger and larger sets of requirements. Although 70% of the total …

Key issues for a manufacturing data query system based on graph

L Kim, E Yahia, F Segonds, P Véron, V Fau - International Journal on …, 2021 - Springer
Manufacturing industry data are distributed, heterogeneous and numerous, resulting in
different challenges including fast, exhaustive and relevant querying of data. In order to …

Easing adoption of model based system engineering with application of generative ai

A Patel, Y Maheshwaran… - 2024 IEEE Space …, 2024 - ieeexplore.ieee.org
Though Model based System Engineering (MBSE) for complex products has manifold
advantages, there is a need to find techniques to facilitate its adoption. Here, we discuss ML …

DREAM: a design assistant for assessing additive manufacturability

R Pinquié, O Fossey… - International Journal of …, 2022 - inderscienceonline.com
This paper presents a computational design assistant that supports novice designers willing
to evaluate the additive manufacturability of their ideas. The design rules extractor for …