Müller, Marvin ; Metternich, Joachim (2021)
Production Specific Language Characteristics to Improve NLP Applications on the Shop Foor.
In: Procedia CIRP, 104
doi: 10.1016/j.procir.2021.11.319
Artikel, Bibliographie
Kurzbeschreibung (Abstract)
A variety of assistance functions have been developed based on the rising data availability on the shop floor and increasing capabilities of artificial intelligence applications. An often-mentioned risk is the low data quality, especially in manual text entries for e.g. deviations or defects. This paper aims to evaluate production specific language characteristics to adjust natural language processing applications. To achieve this goal three industry data sets are analyzed, and the findings are used to improve a recommendation engine for previously solved problems.
| Typ des Eintrags: | Artikel |
|---|---|
| Erschienen: | 2021 |
| Autor(en): | Müller, Marvin ; Metternich, Joachim |
| Art des Eintrags: | Bibliographie |
| Titel: | Production Specific Language Characteristics to Improve NLP Applications on the Shop Foor |
| Sprache: | Englisch |
| Publikationsjahr: | 26 November 2021 |
| Verlag: | Elsevier B.V. |
| Titel der Zeitschrift, Zeitung oder Schriftenreihe: | Procedia CIRP |
| Jahrgang/Volume einer Zeitschrift: | 104 |
| DOI: | 10.1016/j.procir.2021.11.319 |
| URL / URN: | https://www.sciencedirect.com/science/article/pii/S221282712... |
| Kurzbeschreibung (Abstract): | A variety of assistance functions have been developed based on the rising data availability on the shop floor and increasing capabilities of artificial intelligence applications. An often-mentioned risk is the low data quality, especially in manual text entries for e.g. deviations or defects. This paper aims to evaluate production specific language characteristics to adjust natural language processing applications. To achieve this goal three industry data sets are analyzed, and the findings are used to improve a recommendation engine for previously solved problems. |
| Freie Schlagworte: | Digital shop floor management, shop floor language specifics, natural language processing |
| Fachbereich(e)/-gebiet(e): | 16 Fachbereich Maschinenbau 16 Fachbereich Maschinenbau > Institut für Produktionsmanagement und Werkzeugmaschinen (PTW) 16 Fachbereich Maschinenbau > Institut für Produktionsmanagement und Werkzeugmaschinen (PTW) > CiP Center für industrielle Produktivität |
| Hinterlegungsdatum: | 07 Jan 2022 07:55 |
| Letzte Änderung: | 07 Jan 2022 07:55 |
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