Dynamic Data Acquisition and Preprocessing for Automatic Behavioral Modeling of Cyber-physical Systems
| Autor: | Brandon K. Sai, Thomas Bauernhansl, Yannick T. Mayer |
|---|---|
| Přispěvatelé: | Publica |
| Rok vydání: | 2021 |
| Předmět: |
Computer science
business.industry Dynamic data Cyber-Physisches System (CPS) Cyber-physical system Overall Equipment Effectiveness (OEE) Machine learning computer.software_genre Behavioral modeling General Earth and Planetary Sciences Preprocessor Artificial intelligence business Datenerhebung computer General Environmental Science |
| Zdroj: | Procedia CIRP. 104:363-369 |
| ISSN: | 2212-8271 |
| DOI: | 10.1016/j.procir.2021.11.061 |
| Popis: | To identify the potential for optimization regarding the Overall Equipment Effectiveness (OEE) of production systems, a broad spectrum of behavior models is available. However, there are several tasks, including data extraction, data preprocessing and modeling, which are performed manually yet. This paper contributes to the automization of the process of behavioral modelling. In this work the dynamical data acquisition and preprocessing is introduced. Both the fundamental method of ELT and its technical implementation are presented. The benefital reduction of data volume and model complexity has been validated in a real industrial use case. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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