Liebetrau, Florian and Möckel, Andreas (2021) Anomaly investigation of electric drive systems using big scattered test stand data on the example of a PMSM traction drive. In: 13th IEEE International Symposium on Diagnostics for Electrical Machines, Power Electronics and Drives, SDEMPED 2021. SDEMPED 2021, 2021-08-22 - 2021-08-25, Virtuell. doi: 10.1109/SDEMPED51010.2021.9605512. ISBN 978-172819297-0.
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Abstract
This paper deals with the handling of large amounts of data obtained by a test bench measurement with modern measurement equipment. After mathematical transformations into coordinate systems of interest for the electrical machine, these measured values are available as scattered data. This makes the evaluation of the available data considerably more difficult, since a connection over the time base of the respective measured values disappears. Classical display variants of the data points are not helpful for data analysis due to the widely scattered distribution of individual measured values. Remedy is provided by suitable density plots of the data points. The application of such density plots and the analysis based on them with regard to conspicuous deviations in the operating behavior of electrical machines are dealt with in this paper.
Item URL in elib: | https://elib.dlr.de/148581/ | ||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | ||||||||||||
Title: | Anomaly investigation of electric drive systems using big scattered test stand data on the example of a PMSM traction drive | ||||||||||||
Authors: |
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Date: | 2021 | ||||||||||||
Journal or Publication Title: | 13th IEEE International Symposium on Diagnostics for Electrical Machines, Power Electronics and Drives, SDEMPED 2021 | ||||||||||||
Refereed publication: | Yes | ||||||||||||
Open Access: | No | ||||||||||||
Gold Open Access: | No | ||||||||||||
In SCOPUS: | Yes | ||||||||||||
In ISI Web of Science: | Yes | ||||||||||||
DOI: | 10.1109/SDEMPED51010.2021.9605512 | ||||||||||||
ISBN: | 978-172819297-0 | ||||||||||||
Status: | Published | ||||||||||||
Keywords: | anomaly analysis, big data, coordinate transformation, density plot, electric drives, scattered data | ||||||||||||
Event Title: | SDEMPED 2021 | ||||||||||||
Event Location: | Virtuell | ||||||||||||
Event Type: | international Conference | ||||||||||||
Event Start Date: | 22 August 2021 | ||||||||||||
Event End Date: | 25 August 2021 | ||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
HGF - Program: | Transport | ||||||||||||
HGF - Program Themes: | Rail Transport | ||||||||||||
DLR - Research area: | Transport | ||||||||||||
DLR - Program: | V SC Schienenverkehr | ||||||||||||
DLR - Research theme (Project): | V - NGT BIT (old) | ||||||||||||
Location: | Stuttgart | ||||||||||||
Institutes and Institutions: | Institute of Vehicle Concepts > Alternative Energiewandler | ||||||||||||
Deposited By: | Liebetrau, Florian | ||||||||||||
Deposited On: | 07 Feb 2022 14:59 | ||||||||||||
Last Modified: | 24 Apr 2024 20:46 |
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