Efficient data acquisition for traceability and analytics
- Implementing processes for traceability is required in various industries to assure product quality during manufacturing, provide evidence on required processing conditions or facilitate product recalls. Commonly, radio-frequency identification (RFID) or code recognition techniques (e.g. Data Matrix) are applied to track the flow of workpieces through a manufacturing system and link processing data accordingly. Although the analysis of tracking data is well-examined, we still see a gap in the research on the trade-off between data acquisition, data analytics and data quality. Here, we present a framework to increase the value of existing data by enabling data analytics while addressing common pitfalls and reducing the costs of data management.
Author: | Heiner Reinhardt, Mahtab Mahdaviasl, Bastian Prell, Anton MauersbergerORCiD, Philipp KlimantORCiD, Jörg Reiff-StephanORCiDGND, Steffen IhlenfeldtORCiD |
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URN: | urn:nbn:de:kobv:526-opus4-19232 |
DOI (Version of Record): | https://doi.org/10.1016/j.procir.2024.01.011 |
ISSN: | 2212-8271 |
Parent Title (English): | Procedia CIRP |
Publisher: | Elsevier |
Document Type: | Article |
Language: | English |
Year of Publication: | 2024 |
Publishing Institution: | Technische Hochschule Wildau |
Release Date: | 2024/05/15 |
Tag: | analysis; complexity; decision making; design; identification; knowledge management; manufacturing system; process control; quality assurance; sustainable development |
Volume: | 122 |
Page Number: | 6 |
First Page: | 73 |
Last Page: | 78 |
Source: | Reinhardt, H., Mahdaviasl, M., Prell, B., Mauersberger, A., Klimant, P., Reiff-Stephan, J., & Ihlenfeldt, S. (2024). Efficient data acquisition for traceability and analytics. Procedia CIRP, 122, 73–78. doi:10.1016/j.procir.2024.01.011 |
Faculties an central facilities: | Fachbereich Ingenieur- und Naturwissenschaften |
Dewey Decimal Classification: | 6 Technik, Medizin, angewandte Wissenschaften / 62 Ingenieurwissenschaften / 620 Ingenieurwissenschaften und zugeordnete Tätigkeiten |
Licence (German): | Creative Commons - CC BY-NC-ND - Namensnennung - Nicht kommerziell - Keine Bearbeitungen 4.0 International |