@inproceedings{1994,
  abstract     = {{In the filling and packaging industry, the trend is towards self-diagnosis, optimization, and quality monitoring of processes. The aim is to increase production volumes and the quality. These concepts require continuous monitoring and anomaly detection of the filling process. In addition, a root cause analysis of the failure is required because not every failure can be simulated or measured previously. Standard anomaly detection methods have no integrated root cause analysis. In this paper a fusion system is utilises for the detection of different unknown anomalies and also the failure source of them. The performance of this method is benchmarked with a real-word filling process.}},
  author       = {{Bator, Martyna and Dicks, Alexander and Deppe, Sahar and Lohweg, Volker}},
  booktitle    = {{24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA2019) }},
  isbn         = {{978-1-7281-0304-4}},
  issn         = {{1946-0759}},
  location     = {{ Zaragoza, Spain }},
  publisher    = {{IEEE}},
  title        = {{{Anomaly Detection with Root Cause Analysis for Bottling Process}}},
  doi          = {{10.1109/ETFA.2019.8869514}},
  year         = {{2019}},
}

@misc{12826,
  abstract     = {{The configuration of current automated production systems is complex and therefore time consuming while the market demands an easy setup and adaptability due to smaller batch sizes and volatile markets. While there are different concepts in research on how to simplify the engineering process by using generic skills or capabilities of devices, run-time control is still achieved with proprietary communication protocols and commands. The concept in this paper uses skills not only in the phase of engineering but also consequently for direct and generic control of field-devices. An executable skill-metamodel therefore describes the methodological functionality which is implemented by using OPC UA due to its vendor independence as well as built-in services and information model. The implementation uses client/server-based OPC UA and the pub/sub pattern to prepare for a deterministic real-time control in conjunction with TSN, which is required by industrial automation.}},
  author       = {{Zimmermann, Patrick and Axmann, Etienne and Brandenbourger, Benjamin and Dorofeev, Kirill and Mankowski, Andre and Zanini, Paulo}},
  booktitle    = {{24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}},
  isbn         = {{978-1-7281-0303-7}},
  issn         = {{1946-0759}},
  keywords     = {{OPC UA, Skills, Capabilities, Engineering, Field-Device, Interoperability, Control}},
  location     = {{Zaragoza, SPAIN}},
  pages        = {{1101--1108}},
  publisher    = {{IEEE}},
  title        = {{{Skill-based Engineering and Control on Field-Device-Level with OPC UA}}},
  doi          = {{10.1109/etfa.2019.8869473}},
  year         = {{2019}},
}