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Anomaly investigation of electric drive systems using big scattered test stand data on the example of a PMSM traction drive

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/
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:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Liebetrau, FlorianUNSPECIFIEDhttps://orcid.org/0009-0007-8957-8907UNSPECIFIED
Möckel, AndreasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
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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