Data Acquisition and Preparation – Enabling Data Analytics Projects within Production
نویسندگان
چکیده
The increasing amount of available data in production systems is associated with great potential for process optimization. Due to lack a analytics methodology and low quality within these potentials often remain unused. Therefore, this paper we present model acquisition preparation including feature engineering characteristic sensor signals machines. allows the extraction relevant information from signal, which can be used monitoring, KPI tracking, trend analysis anomaly detection. approach evaluated on an industrial turning process.
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ژورنال
عنوان ژورنال: Procedia CIRP
سال: 2021
ISSN: ['2212-8271']
DOI: https://doi.org/10.1016/j.procir.2021.11.107