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Generating high fidelity wind fields from the wind speed correlation tensor

Faccioni, Matteo and Kiehn, Daniel and Vrancken, Patrick (2025) Generating high fidelity wind fields from the wind speed correlation tensor. Wind Energy Science. Copernicus Publications. doi: 10.5194/wes-2025-221. ISSN 2366-7443.

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Official URL: https://dx.doi.org/10.5194/wes-2025-221

Abstract

In this publication a new method to generate stochastic representations of homogeneous and isotropic wind fields is presented. In contrast to the typically employed algorithm, the new approach is based on the wind speed correlation tensor. This allows simulating a homogeneous and isotropic turbulent wind field with very high accuracy. In this publication, a deviation of the obtained dataset's structure function from the theoretical one of at least one order of magnitude lower than the commonly used method is achieved. Furthermore, a compensation method to decrease this error even further is proposed. Moreover, being a generic method, it can be used to simulate other Gaussian phenomena (e.g., temperature or index of refraction fluctuations) on various spatial domains and grid shapes.

Item URL in elib:https://elib.dlr.de/220273/
Document Type:Article
Title:Generating high fidelity wind fields from the wind speed correlation tensor
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Faccioni, MatteoDLR, IPAhttps://orcid.org/0009-0005-7959-1222206684277
Kiehn, DanielFT, FDShttps://orcid.org/0000-0001-7383-0740206684281
Vrancken, PatrickDLR, IPAhttps://orcid.org/0000-0003-2364-5576UNSPECIFIED
Date:18 November 2025
Journal or Publication Title:Wind Energy Science
Refereed publication:Yes
Open Access:Yes
Gold Open Access:Yes
In SCOPUS:Yes
In ISI Web of Science:Yes
DOI:10.5194/wes-2025-221
Publisher:Copernicus Publications
ISSN:2366-7443
Status:Published
Keywords:wind generation, correlation function
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:Air Transportation and Impact
DLR - Research area:Aeronautics
DLR - Program:L AI - Air Transportation and Impact
DLR - Research theme (Project):L - Climate, Weather and Environment
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Atmospheric Physics > Lidar
Institute of Flight Systems > Flight Dynamics and Simulation
Deposited By: Faccioni, Matteo
Deposited On:04 Dec 2025 08:07
Last Modified:25 Feb 2026 14:36

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