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Two-dimensional Continuous Wavelet Analysis and Its Application To Meteorological Data

Abstract

The two-dimensional continuous wavelet transform (2D CWT) has become an important tool to examine and diagnose nonstationary datasets on the plane. Compared with traditional spectral analysis methods, the 2D CWT provides localized spectral information of the analyzed dataset. It also has the advantage over the 2D discrete wavelet transform (DWT) in that it covers the domain of the analyzed data with a continuous analysis from which detailed, shift-invariant spectral information of different positions and orientations can be obtained. In this paper, a brief introduction of the 2D CWT and some of the most common wavelet mother functions are given, and some practical issues arising from the implementation and applications of the 2D CWT are discussed. The 2D CWT is applied to several test functions to illustrate the effects of the transforms. To demonstrate its practical application, the 2D CWT is used to analyze a set of meteorological data obtained from a numerical model stimulation.

Article / Publication Data
Active/Online
YES
ISSN
0739-0572
Volume
27
Available Metadata
Accepted On
December 07, 2009
DOI ↗
Fiscal Year
Publication Name
Journal of Atmospheric and Oceanic Technology
Published On
April 01, 2010
Final Online Publication On
April 01, 2010
Publisher Name
Amer Meteorological Soc
Print Volume
27
Print Number
4
Page Range
652-666
Submitted On
June 01, 2009
URL ↗

Institutions

Not available

Author

Authors who have authored or contributed to this publication.