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Stochastic Analysis of Scaling Time Series - From Turbulence Theory to Applications (Hardcover)
Loot Price: R1,880
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Stochastic Analysis of Scaling Time Series - From Turbulence Theory to Applications (Hardcover)
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Multi-scale systems, involving complex interacting processes that
occur over a range of temporal and spatial scales, are present in a
broad range of disciplines. Several methodologies exist to retrieve
this multi-scale information from a given time series; however,
each method has its own limitations. This book presents the
mathematical theory behind the stochastic analysis of scaling time
series, including a general historical introduction to the problem
of intermittency in turbulence, as well as how to implement this
analysis for a range of different applications. Covering a variety
of statistical methods, such as Fourier analysis and wavelet
transforms, it provides readers with a thorough understanding of
the techniques and when to apply them. New techniques to analyse
stochastic processes, including empirical mode decomposition, are
also explored. Case studies, in turbulence and ocean sciences, are
used to demonstrate how these statistical methods can be applied in
practice, for students and researchers.
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