Skip to main content
Top
Published in: International Journal on Interactive Design and Manufacturing (IJIDeM) 4/2021

02-09-2021 | Original Paper

Key issues for a manufacturing data query system based on graph

Authors: Lise Kim, Esma Yahia, Frédéric Segonds, Philippe Véron, Victor Fau

Published in: International Journal on Interactive Design and Manufacturing (IJIDeM) | Issue 4/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

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.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
PDM for Product Data Management.
 
2
ERP for Enterprise Resource Planning.
 
3
MES for Manufacturing Execution System.
 
4
The recall is defined by the number of relevant documents found with regard to the number of relevant documents in the database.
 
5
The precision is the number of relevant documents found compared to the total number of documents proposed in the result.
 
6
Method of analysis used to search for and to represent the different possible causes of a problem.
 
7
PLM for Product Lifecycle Management.
 
8
Company of digital services in the manufacturing industry—https://​www.​capgemini.​com/​.
 
Literature
6.
go back to reference Feldman, S., Duhl, J., Marobella, J.R., Crawford, A.: The hidden costs of information work. IDC White Paper (2005) Feldman, S., Duhl, J., Marobella, J.R., Crawford, A.: The hidden costs of information work. IDC White Paper (2005)
10.
go back to reference Miller, J.: Graph database applications and concepts with Neo4j. SAIS 2013 Poceedings. 24. (2013) Miller, J.: Graph database applications and concepts with Neo4j. SAIS 2013 Poceedings. 24. (2013)
12.
go back to reference Noel, S., Harley, E., Tam, K.H., Gyor, G.: Big-data architecture for cyber attack graphs representing security relationships in nosql graph databases. In: IEEE Symp. Technol, Homeland (2015) Noel, S., Harley, E., Tam, K.H., Gyor, G.: Big-data architecture for cyber attack graphs representing security relationships in nosql graph databases. In: IEEE Symp. Technol, Homeland (2015)
14.
go back to reference Yoon, B.-H., Kim, S.-K., Kim, S.-Y.: Use of graph database for the integration of heterogeneous biological data. Genom. Inf. 10(5808), gi.2017.15.1.19 (2017) Yoon, B.-H., Kim, S.-K., Kim, S.-Y.: Use of graph database for the integration of heterogeneous biological data. Genom. Inf. 10(5808), gi.2017.15.1.19 (2017)
17.
27.
30.
go back to reference Cordeiro, F., Galhardas, H., Leblay, J., Manolescu, I., Merabti, T.: Keyword search in heterogeneous data sources. Technical report (2020) Cordeiro, F., Galhardas, H., Leblay, J., Manolescu, I., Merabti, T.: Keyword search in heterogeneous data sources. Technical report (2020)
33.
go back to reference Quix, C., Hai, R., Vatov, I.: GEMMS: a generic and extensible metadata management system for data lakes. CAiSE. Forum (2016) Quix, C., Hai, R., Vatov, I.: GEMMS: a generic and extensible metadata management system for data lakes. CAiSE. Forum (2016)
38.
go back to reference Kim, L., Yahia E., Segonds F., Véron P., Mallet A.: iDATAQUEST a proposal for a manufacturing data query system based on graph. In: Proceedings of the 17th International Conference on Product Lifecycle Management, PLM 2020, Rapperswil, Switzerland, July 5–8 (2020) Kim, L., Yahia E., Segonds F., Véron P., Mallet A.: iDATAQUEST a proposal for a manufacturing data query system based on graph. In: Proceedings of the 17th International Conference on Product Lifecycle Management, PLM 2020, Rapperswil, Switzerland, July 5–8 (2020)
Metadata
Title
Key issues for a manufacturing data query system based on graph
Authors
Lise Kim
Esma Yahia
Frédéric Segonds
Philippe Véron
Victor Fau
Publication date
02-09-2021
Publisher
Springer Paris
Published in
International Journal on Interactive Design and Manufacturing (IJIDeM) / Issue 4/2021
Print ISSN: 1955-2513
Electronic ISSN: 1955-2505
DOI
https://doi.org/10.1007/s12008-021-00768-y

Other articles of this Issue 4/2021

International Journal on Interactive Design and Manufacturing (IJIDeM) 4/2021 Go to the issue

Premium Partner