Johannes Vater, M.Sc.

Johannes.JV.Vater(at)bmw.de

Phone: +49.89.382.55901

Address: BMW Group, Taunusstraße 41, 80809 München


Curriculum Vitae

  • (2017 - Now) Ph.D. Candidate, BMW Group - Planning, Production E-Powertrain (Data Analytics) 
  • (2015 - 2017) Master in Mechanical Engineering, Technische Universität München (TUM)
  • (2011 - 2015) Bachelor in Mechanical Engineering, Technische Universität München (TUM)

Research Interests

  • Machine Learning in Automotive Production
  • Data Preprocessing in Data Mining
  • Edge-Computing
  • Cloud-Computing

Publications

2021

  • Vater, Johannes; Pollach, Matthias; Lenz, Claus; Winkle, Daniel; Knoll, Alois: Quality Control and Fault Classification of Laser Welded Hairpins in Electrical Motors. 2020 28th European Signal Processing Conference (EUSIPCO), IEEE, 2021 mehr… BibTeX Volltext ( DOI )

2020

  • Vater, Johannes; Kirschning, Maximilian; Scheurenberg, Dominik; Abel, Dirk; Knoll, Alois: Development of a Cloud- and Edge-Architecture for adaptive model weight optimization of a CNN exemplified by optical detection of hairpin welding. 2020 10th International Electric Drives Production Conference (EDPC), IEEE, 2020 mehr… BibTeX Volltext ( DOI )
  • Vater, Johannes; Kirschning, Maximililian; Knoll, Alois: Closing the loop: Real-time Error Detection and Correction in automotive production using Edge-/Cloud-Architecture and a CNN. 2020 International Conference on Omni-layer Intelligent Systems (COINS), IEEE, 2020 mehr… BibTeX Volltext ( DOI )
  • Vater, Johannes; Schlaak, Pascal; Knoll, Alois: A Modular Edge-/Cloud-Solution for Automated Error Detection of Industrial Hairpin Weldings using Convolutional Neural Networks. 2020 IEEE 44th Annual Computers, Software, and Applications Conference (COMPSAC), IEEE, 2020 mehr… BibTeX Volltext ( DOI )

2019

  • Vater, Johannes; Harscheidt, Lars; Knoll, Alois: Smart Manufacturing with Prescriptive Analytics. 2019 8th International Conference on Industrial Technology and Management (ICITM), IEEE, 2019 mehr… BibTeX Volltext ( DOI )
  • Vater, Johannes; Harscheidt, Lars; Knoll, Alois: A Reference Architecture Based on Edge and Cloud Computing for Smart Manufacturing. 2019 28th International Conference on Computer Communication and Networks (ICCCN), IEEE, 2019 mehr… BibTeX Volltext ( DOI )
  • Vater, Johannes; Schamberger, Peter; Winkle, Daniel; Knoll, Alois: Fault Classification and Correction based on Convolutional Neural Networks exemplified by laser welding of hairpin windings. 2019 9th International Electric Drives Production Conference (EDPC), IEEE, 2019 mehr… BibTeX Volltext ( DOI )