Maximal overlap wavelet statistical analysis with application to atmospheric turbulence

被引:141
作者
Cornish, Charles R. [1 ]
Bretherton, Christopher S.
Percival, Donald B.
机构
[1] Univ Washington, Dept Atmospher Sci, Seattle, WA 98195 USA
[2] Univ Washington, Appl Phys Lab, Seattle, WA 98195 USA
基金
美国国家科学基金会;
关键词
analysis of variance; marine boundary layer; turbulence; wavelet;
D O I
10.1007/s10546-005-9011-y
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Statistical tools based on the maximal overlap discrete wavelet transform (MODWT) are reviewed, and then applied to a dataset of aircraft observations of the atmospheric boundary layer from the tropical eastern Pacific, which includes quasi-stationary and non-stationary segments. The wavelet methods provide decompositions of variances and covariances, e.g. fluxes, between time scales that effectively describe a broadband process like atmospheric turbulence. Easily understood statistical confidence bounds are discussed and applied to these scale decompositions, and results are compared to Fourier methods for quasi-stationary turbulence. The least asymmetric LA(8) wavelet filter yields coefficients that exhibit better uncorrelatedness across scales than the Haar filter and is better suited for decomposition of broadband turbulent signals. An application to a non-stationary segment of our dataset, namely vertical profiles of the turbulent dissipation rate, highlights the flexibility of wavelet methods.
引用
收藏
页码:339 / 374
页数:36
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