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Flexible data architecture for enabling AI applications in production environments

Year: 2024

Type: conference-paper

Abstract: We present a flexible data architecture that combines RDF knowledge graphs for semantic descriptions with tailored data formats and APIs for time series data to create digital representations of production systems with related products, processes, and machines. We show that this data architecture can provide a base for different machine learning and analytics use cases while also allowing the integration of existing standards like OPC UA.

DOI: 10.33968/2024.77

Authors: Jossy Milagros Grützmann, Franziska Rudolph, Martin Boesler, Ken Wenzel

Institution: Fraunhofer Institute for Machine Tools and Forming Technology

Language: English

Topic: Digital Transformation in Industry

Subfield: Industrial and Manufacturing Engineering

Field: Engineering

Domain: Physical Sciences

SDG: Industry, innovation and infrastructure

Open Access status: gold

OpenAlex ID: W4404042564

FWCI: 0.755

Cites:

Cited by: 1

Related to: 10