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

Löffler C, Nickel C, Sobel C, Daniel D, Braat J, Gruhler B, Woller P, Witt N, Mutschler C (2020)

Publication Language: English

Publication Type: Conference contribution, Conference Contribution

Publication year: 2020

Pages Range: 1-4

Event location: Virtual (Ghent, Belgium) BE

DOI: 10.1007/978-3-030-67670-4_33

Open Access Link: https://bitbucket.org/ghentdatascience/ecmlpkdd20-papers/raw/master/Demo/sub_1329.pdf

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

Authors with CRIS profile

Christoffer Löffler Machine Learning and Data Analytics Lab

Related research project(s)

Lernende Methoden mit Konfidenzmaß für die Digitalisierung manueller Arbeitsprozesse auf geringer Datengrundlage (LZE KH) Feb. 1, 2019 - Dec. 31, 2020

Involved external institutions

Fraunhofer-Institut für Integrierte Schaltungen (IIS) DE Germany (DE) Ludwig-Maximilians-Universität (LMU) DE Germany (DE)

How to cite

APA:

Löffler, C., Nickel, C., Sobel, C., Daniel, D., Braat, J., Gruhler, B.,... Mutschler, C. (2020). Automated Quality Assurance for Hand-held Tools via Embedded Classification and AutoML. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) (pp. 1-4). Virtual (Ghent, Belgium), BE.

MLA:

Löffler, Christoffer, et al. "Automated Quality Assurance for Hand-held Tools via Embedded Classification and AutoML." Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Virtual (Ghent, Belgium) 2020. 1-4.

BibTeX: Download