Missingness Analysis of Manufacturing Systems: A case study

Caoimhe M. Carbery; Roger Woods; Cormac  McAteer; David M  Ferguson

doi:10.1177/09544054221076631

Missingness Analysis of Manufacturing Systems: A case study

Caoimhe M. Carbery, Roger Woods, Cormac McAteer, David M Ferguson

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Abstract

Increasingly manufacturing companies are looking to use sensors to collect data from production lines to help analyse their performance. More rigorous approaches are needed to process and analyse the resulting data, particularly when considering missingness. In this paper, we present the results from a major study into missingness in Seagate's disk head manufacturing process in Londonderry UK. Working in collaboration with company staff, a detailed approach for analysing missingness has been developed. The work shows how missing data analytics can be employed to analyze the quality of the data, identify relationships and diagnose the presence of any patterns.

Original language	English
Article number	JEM-21-0355.R1
Number of pages	23
Journal	Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture
Early online date	07 Feb 2022
DOIs	https://doi.org/10.1177/09544054221076631
Publication status	Early online date - 07 Feb 2022

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10.1177/09544054221076631Licence: CC BY

Missingness analysis of manufacturing systems: A case study
Copyright 2022 the authors. This is an open access article published under a Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium, provided the author and source are cited.
Final published version, 2.3 MBLicence: CC BY

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Missingness Analysis of Manufacturing Systems: A case study

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