DocumentCode
2828456
Title
Nonstationary turbulence simulation with an efficient multiscale approach
Author
Beghi, Alessandro ; Cenedese, Angelo ; Masiero, Andrea
Author_Institution
Dipt. di Ing. dell´Inf., Univ. di Padova, Padua, Italy
fYear
2012
fDate
3-5 Oct. 2012
Firstpage
551
Lastpage
556
Abstract
This paper considers the problem of simulating the turbulence effect on ground telescope observations. The approach presented here is an evolution of a recently proposed approach [3]. The main contributions with respect to [3] are: First, the Haar transform at the basis of the multiscale model in [3] is shown to be equivalent to a local PCA representation. This equivalence allows to reduce the computational complexity of the simulation algorithm by neglecting the components in the signal with lower energy. Furthermore, the simulation of nonstationary turbulence is obtained by properly changing the values of the multiscale model: Such change is eased by the invariance of the PCA spatial basis with respect to the change of turbulence statistical characteristics. The proposed approach is validated by means of some simulations.
Keywords
Haar transforms; principal component analysis; simulation; turbulence; Haar transform; PCA spatial basis; computational complexity; ground telescope observation; local PCA representation; multiscale model; nonstationary turbulence simulation; simulation algorithm; turbulence effect; turbulence statistical characteristics; Atmospheric modeling; Computational modeling; Principal component analysis; Spatial resolution; Telescopes; Transforms; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Applications (CCA), 2012 IEEE International Conference on
Conference_Location
Dubrovnik
ISSN
1085-1992
Print_ISBN
978-1-4673-4503-3
Electronic_ISBN
1085-1992
Type
conf
DOI
10.1109/CCA.2012.6402464
Filename
6402464
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