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Generation of Synthetic Turbulence Generation of Synthetic Turbulence

Generation of Synthetic Turbulence - PowerPoint Presentation

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Generation of Synthetic Turbulence - PPT Presentation

in Arbitrary Domains Lasse Gilling and Søren R K Nielsen Department of Civil Engineering Aalborg University Denmark Niels N Sørensen National Laboratory for Sustainable Energy RisøDTU Denmark ID: 792262

method turbulence introduce points turbulence method points introduce fft generate correlation random phases amplitudes information number mann generating covariance

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Slide1

Generation of Synthetic Turbulence in Arbitrary Domains

Lasse Gilling and Søren R. K. Nielsen

Department of Civil Engineering, Aalborg University, Denmark

Niels N. Sørensen

National Laboratory for Sustainable Energy, Risø-DTU, Denmark

lg@civil.aau.dk

Slide2

Generation of Synthetic Turbulence in Arbitrary Domains – Outline

Motivation

Description of the method

Comparison with the Mann and Sandia methodsExamplesConclusions

2

Slide3

Motivation

Turbulent inflow condition for CFD simulation of a rotating section of a wind turbine blade

Mann and Sandia methods cannot be used due to computer memory requirement

A large saving is obtained by only generating the needed part of the velocity field

3

Slide4

Method for Generating the

Turbulence

Introduce cross-covariance tensor

Collect correlation information for all points

Fourier transform and

factorization

Introduce random phases and amplitudes and FFT

4

Connell (1982):

R

a

(r)

and

R

l

(r)

given

by von Karman (1948)

They are also denoted

f(r)

and

g(r)

Slide5

Method for Generating the

Turbulence

Introduce cross-covariance tensor

Collect correlation

information for all pointsFourier

transform

and

factorization

Introduce

random

phases

and amplitudes and FFT5

Slide6

Method for Generating the

Turbulence

Introduce cross-covariance tensor

Collect correlation information for all points

Fourier transform

and

factorization

Introduce

random

phases

and amplitudes and FFT

6

Next,

S

(f)

is factored by an eigenvalue decomposition:

K

(t)

is Fourier transformed:

Slide7

Method for Generating the

Turbulence

Introduce cross-covariance tensor

Collect correlation information for all points

Fourier transform and factorization

Introduce

random

phases

and amplitudes and FFT

7

H

(f)

contains spectral information

d

W

(f)

contains random amplitudes and phases

Slide8

Comparison

with

the Mann and Sandia Methods

Sandia method:Can be modified to generate incom-pressible turbulence

Uses 1D FFT

Points can be clustered in rotor plane

Number of entries

Mann method:

Generates incompressible turbulence

Uses 3D FFT

Points are required to be placed equidistant in a 3D Cartesian grid

Number of entries

8

Present method:

G

enerates incompressible turbulence

Uses 1D FFT

Points can be placed freely

and move in time

Number of entries

N

t

: Number of time steps,

N,M:

Number of points in rotor plane,

M

>>

N

Slide9

Example 1

9

Generate turbulence along a single rotating blade

Slide10

Example 2

Generate turbulence as in the figure

8×8 points in a 1×1m

2 area (in the rotorplane)512 time steps

Diameter: 80 m

Required RAM: 72MB

Generate the same

field with Mann: 4.3GB

10

Slide11

Conclusions

Proposed method can generate synthetic turbulence

Correct spatial correlation

Correct spectraIncompressible fieldLower memory requirement allows finer resolution in rotor area and time

11

Slide12

Generation of Synthetic Turbulence in Arbitrary Domains

Lasse Gilling and Søren R. K. Nielsen

Department of Civil Engineering, Aalborg University, Denmark

Niels N. SørensenNational Laboratory for Sustainable Energy, Risø-DTU, Denmarklg@civil.aau.dk