Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.

Dimensionality Reduction for the Analysis of Time Series Data from Wind Turbines

 
: Garcke, Jochen; Iza-Teran, Rodrigo; Marks, Marvin; Pathare, Mandar; Schollbach, Dirk; Stettner, Martin

:

Griebel, Michael; Schüller, Anton; Schweitzer, Marc Alexander:
Scientific Computing and Algorithms in Industrial Simulation : Projects and Products of Fraunhofer SCAI
Cham: Springer International Publishing, 2017
ISBN: 978-3-319-62457-0 (Print)
ISBN: 978-3-319-62458-7 (Online)
S.317-339
Englisch
Aufsatz in Buch
Fraunhofer SCAI ()

Abstract
We are addressing two related applications for the analysis of data from wind turbines. First, we consider time series data arising from virtual sensors in numerical simulations as employed during product development, and, second, we investigate sensor data from condition monitoring systems of installed wind turbines. For each application we propose a data analysis procedure based on dimensionality reduction. In the case of virtual product development we develop tools to assist the engineer in the process of analyzing the time series data from large bundles of numerical simulations in regard to similarities or anomalies. For condition monitoring we develop a procedure which detects damages early in the sensor data stream.

: http://publica.fraunhofer.de/dokumente/N-477351.html