LAPSE:2023.22433v1
Published Article
LAPSE:2023.22433v1
Dynamics of Large Scale Turbulence in Finite-Sized Wind Farm Canopy Using Proper Orthogonal Decomposition and a Novel Fourier-POD Framework
Tanmoy Chatterjee, Yulia T. Peet
March 24, 2023
Abstract
Large scale coherent structures in the atmospheric boundary layer (ABL) are known to contribute to the power generation in wind farms. In order to understand the dynamics of large scale structures, we perform proper orthogonal decomposition (POD) analysis of a finite sized wind turbine array canopy in the current paper. The POD analysis sheds light on the dynamics of large scale coherent modes as well as on the scaling of the eigenspectra in the heterogeneous wind farm. We also propose adapting a novel Fourier-POD (FPOD) modal decomposition which performs POD analysis of spanwise Fourier-transformed velocity. The FPOD methodology helps us in decoupling the length scales in the spanwise and streamwise direction when studying the 3D energetic coherent modes. Additionally, the FPOD eigenspectra also provide deeper insights for understanding the scaling trends of the three-dimensional POD eigenspectra and its convergence, which is inherently tied to turbulent dynamics. Understanding the behaviour of large scale structures in wind farm flows would not only help better assess reduced order models (ROM) for forecasting the flow and power generation but would also play a vital role in improving the decision making abilities in wind farm optimization algorithms in future. Additionally, this study also provides guidance for better understanding of the POD analysis in the turbulence and wind farm community.
Keywords
counter-rotating roll cells, eigenspectra, proper orthogonal decomposition, wind farms
Suggested Citation
Chatterjee T, Peet YT. Dynamics of Large Scale Turbulence in Finite-Sized Wind Farm Canopy Using Proper Orthogonal Decomposition and a Novel Fourier-POD Framework. (2023). LAPSE:2023.22433v1
Author Affiliations
Chatterjee T: General Electric Company (GE Global Research), Niskayuna, NY 12309, USA
Peet YT: Mechanical and Aerospace Engineering, Arizona State University, Tempe, AZ 85287, USA
Journal Name
Energies
Volume
13
Issue
7
Article Number
E1660
Year
2020
Publication Date
2020-04-02
ISSN
1996-1073
Version Comments
Original Submission
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PII: en13071660, Publication Type: Journal Article
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LAPSE:2023.22433v1
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https://doi.org/10.3390/en13071660
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