ML Anthology

Automated Quality Assurance for Hand-Held Tools via Embedded Classification and AutoML

Christoffer Löffler, Christian Nickel, Christopher Sobel, Daniel Dzibela, Jonathan Braat, Benjamin Gruhler, Philipp Woller, Nicolas Witt, Christopher Mutschler
ECML-PKDD 2020 pp. 532-535
doi:10.1007/978-3-030-67670-4_33 /ecmlpkdd/2020/loffler2020ecmlpkdd-automated/

Abstract

Despite the ongoing automation of modern production processes manual labor continues to be necessary due to its flexibility and ease of deployment. Automated processes assure quality and traceability, yet manual labor introduces gaps into the quality assurance process. This is not only undesirable but even intolerable in many cases. We introduce a process monitoring system that uses inertial, magnetic field and audio sensors that we attach as add-ons to hand-held tools. The sensor data is analyzed via embedded classification algorithms and our system directly provides feedback to workers during the execution of work processes. We outline the special requirements caused by vastly different tools and show how to automatically train and deploy new ML models.

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Cite

Text

Löffler et al. "Automated Quality Assurance for Hand-Held Tools via Embedded Classification and AutoML." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2020. doi:10.1007/978-3-030-67670-4_33

Markdown

[Löffler et al. "Automated Quality Assurance for Hand-Held Tools via Embedded Classification and AutoML." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2020.](https://mlanthology.org/ecmlpkdd/2020/loffler2020ecmlpkdd-automated/) doi:10.1007/978-3-030-67670-4_33

BibTeX

@inproceedings{loffler2020ecmlpkdd-automated,
  title     = {{Automated Quality Assurance for Hand-Held Tools via Embedded Classification and AutoML}},
  author    = {Löffler, Christoffer and Nickel, Christian and Sobel, Christopher and Dzibela, Daniel and Braat, Jonathan and Gruhler, Benjamin and Woller, Philipp and Witt, Nicolas and Mutschler, Christopher},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year      = {2020},
  pages     = {532-535},
  doi       = {10.1007/978-3-030-67670-4_33},
  url       = {https://mlanthology.org/ecmlpkdd/2020/loffler2020ecmlpkdd-automated/}
}