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2022 | OriginalPaper | Chapter

7. Data Quality Management for Interoperability

Abstract

The challenge of enhancing and generalizing interoperability as an important pre-requisite for Digital Twin is often hindered by the fact that data quality requisites depend on the purpose for which the data will be used and on the subjectivity of the data consumer. Data quality is getting as important as product quality in manufacturing process. In this chapter we present how to systematically handle the data quality requirements and support a comprehensive data quality management. After the definition of Digital Thread as a data highway, the classification of data quality is discussed based on data quality dimensions and standards related to field of manufacturing. The data quality metrics is discovered upon the guidelines developed by national and international harmonization bodies from global automotive industry. Three practical examples from design and manufacturing as well as data migration in industrial context give insight in practical challenges and achievements in the field of data quality as well as future directives. The discussion section emphasizes the high importance of data quality for the generation of Digital Twin.

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Literature
7.
go back to reference Kraus M (2000) Entwicklung eines methodischen Konzeptes zur Sicherung der Datenqualität beim CAD-Datenaustausch, Diploma thesis, TU Darmstadt Kraus M (2000) Entwicklung eines methodischen Konzeptes zur Sicherung der Datenqualität beim CAD-Datenaustausch, Diploma thesis, TU Darmstadt
8.
go back to reference Ofner MH (2013) Datenqualitätsmanagement aus Prozessperspektive: methoden und Modelle, PhD thesis, Universität St. Gallen Ofner MH (2013) Datenqualitätsmanagement aus Prozessperspektive: methoden und Modelle, PhD thesis, Universität St. Gallen
10.
go back to reference Zhang R, Jayawardene V, Indulska M, Sadiq SW, Zhou X (2014) A data driven approach for discovering data quality requirements. In: Proceedings of the thirty fifth international conference on information systems: ICIS 2014 Zhang R, Jayawardene V, Indulska M, Sadiq SW, Zhou X (2014) A data driven approach for discovering data quality requirements. In: Proceedings of the thirty fifth international conference on information systems: ICIS 2014
26.
go back to reference ISO 8000-60 (2017) Data quality—Part 60: data quality management: overview ISO 8000-60 (2017) Data quality—Part 60: data quality management: overview
28.
go back to reference ISO 8000-61 (2016) Data quality—Part 61: data quality management: process reference model. ISO 8000-61 (2016) Data quality—Part 61: data quality management: process reference model.
29.
go back to reference ISO 8000-62 (2018) Data quality—Part 62: process data quality management: organizational process maturity assessment. Appl ISO/IEC 330xx Family Stand ISO 8000-62 (2018) Data quality—Part 62: process data quality management: organizational process maturity assessment. Appl ISO/IEC 330xx Family Stand
30.
go back to reference IEC 62264-1 (2013) Enterprise-control system integration—Part 1: models and terminology IEC 62264-1 (2013) Enterprise-control system integration—Part 1: models and terminology
31.
go back to reference Fischer T, Martin HP, Endres M, Stjepandić J, Trinkhaus O (2000) Anwendungsorientierte optimierung des neutralen CAD-Datenaustausches mit Schwerpunkt Genauigkeit und Toleranz, VDA, Frankfurt Fischer T, Martin HP, Endres M, Stjepandić J, Trinkhaus O (2000) Anwendungsorientierte optimierung des neutralen CAD-Datenaustausches mit Schwerpunkt Genauigkeit und Toleranz, VDA, Frankfurt
32.
go back to reference N.N., 4955 (2006) Umfang und Qualität von CAD/CAM-Daten, VDA, Frankfurt N.N., 4955 (2006) Umfang und Qualität von CAD/CAM-Daten, VDA, Frankfurt
33.
go back to reference N.N., ISO/PAS 26183:2006 (2005) SASIG-product data quality guidelines for the global automotive industry. International Organization for Standardization, Switzerland N.N., ISO/PAS 26183:2006 (2005) SASIG-product data quality guidelines for the global automotive industry. International Organization for Standardization, Switzerland
35.
go back to reference Paukkunen L (2018) Development of metrics and automation for product model verification, Master thesis, Aalto University Paukkunen L (2018) Development of metrics and automation for product model verification, Master thesis, Aalto University
36.
go back to reference González Lluch MC, Company P, Contero González MR, Camba JD, Colom J (2017) A case study on the use of model quality testing tools for the assessment of MCAD models and drawings. Int J Eng Educ 33(5):1643–1653 González Lluch MC, Company P, Contero González MR, Camba JD, Colom J (2017) A case study on the use of model quality testing tools for the assessment of MCAD models and drawings. Int J Eng Educ 33(5):1643–1653
45.
go back to reference Stekolschik A (2007) Ein Beitrag zum ganzheitlichen Qualitätsmanagement von CAD-Modellen in der Produktentstehung, Dissertation, Ruhr-Universität Bochum Stekolschik A (2007) Ein Beitrag zum ganzheitlichen Qualitätsmanagement von CAD-Modellen in der Produktentstehung, Dissertation, Ruhr-Universität Bochum
Metadata
Title
Data Quality Management for Interoperability
Authors
Josip Stjepandić
Wjatscheslaw Korol
Copyright Year
2022
DOI
https://doi.org/10.1007/978-3-030-77539-1_7

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