Key issues for a manufacturing data query system based on graph
Article dans une revue avec comité de lecture
Auteur
Date
2021Journal
International Journal on Interactive Design and Manufacturing (IJIDeM)Résumé
Manufacturing industry data are distributed, heterogeneous and numerous, resulting in different challenges including fast, exhaustive and relevant querying of data. In order to provide an innovative answer to this challenge, the authors consider an information retrieval system based on a graph database. In this paper, the authors focus on determining the key issues to consider in this context. The authors define a three-step methodology using root causes analysis. This methodology is then applied to a data set and queries representative of an industrial use case. As a result, the authors list four main issues: (i) semantic extension of keyword search, (ii) the treatment of syntactic heterogeneity contained in unstructured data, (iii) the results treatment by relevance order and (iv) the detection of relationships between a priori unrelated data. The authors conclude by discussing potential resolutions of these four issues, suggest adapting the methodology used in the paper to evaluate a future proposal, and finally open the possibility of using the results beyond the manufacturing domain.
Fichier(s) constituant cette publication
Cette publication figure dans le(s) laboratoire(s) suivant(s)
Documents liés
Visualiser des documents liés par titre, auteur, créateur et sujet.
-
Communication avec acteManufacturing industry data are distributed, heterogeneous and numerous, resulting in different challenges including the fast, exhaustive and relevant querying of data. In order to provide an innovative answer to this ...
-
Communication avec acteDuring the manufacturing product life cycle, an increasing volume of data is generated and stored in distributed resources. These data are heterogeneous, explicitly and implicitly linked and they could be structured and ...
-
Article dans une revue avec comité de lectureManufacturing 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 growing volume of heterogeneous data which ...
-
Article dans une revue avec comité de lecture[Context] The design of a system shall comply with many design rules that help industrial designers to create high quality design in an efficient way. Nowadays, design rules try to consider all product lifecycle’s phases ...
-
Article dans une revue avec comité de lectureHUET, Armand; PINQUIE, Romain; SEGONDS, Frederic; FAU, Victor; VERON, Philippe (Springer Science and Business Media LLC, 2022)[Context] In manufacturing industries, the design of a product needs to com-ply with many design rules. These rules are essentials as they help industrial designers to create high quality designs in an efficient way. ...