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Book Cover
E-book
Author Li, Chunyan (Oceanographer), author.

Title Time series data analysis in oceanography : applications using MATLAB / Chunyan Li, Louisiana State University
Published Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2022
©2022

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Description 1 online resource (xv, 465 pages) : illustrations, maps
Contents Introduction -- Introduction to MATLAB -- Time and MATLAB functions for time -- Deterministic and random functions -- Error and variability propagation -- Taylor series expansion and application in error estimate -- Spherical trigonometry and distance computation -- A system of linear equations and least squares method -- Base functions and linear independence -- Generic least squares method and orthogonal functions -- Harmonic analysis of tide -- Fourier series -- Fourier transform -- Discrete Fourier transform and fast Fourier transform -- Properties of Fourier transform -- More discussion on the harmonic analysis and Fourier analysis -- Effect of finite sampling -- Power spectrum, cospectrum, and coherence -- Window functions for reducing side lobes -- Convolution, filtering with the window method -- Digital filters : FIR and IIR filters -- Rotary spectrum analysis -- Short-time Fourier transform and introduction to wavelet analysis -- Empirical orthogonal function analysis
Summary This textbook covers the topic's core theory in depth, and provides numerous instructional examples, many drawn directly from the author's own teaching experience, using data files, examples, and exercises. The book explores many concepts, including time; distance on Earth; wind, current, and wave data formats; finding a subset of ship-based data along planned or random transects; error propagation; Taylor series expansion for error estimates; the least squares method; base functions and linear independence of base functions; tidal harmonic analysis; Fourier series and the generalized Fourier transform; filtering techniques: sampling theorems: finite sampling effects; wavelet analysis; and EOF analysis
Bibliography Includes bibliographical references (pages 458-460) and index
Notes Description based on online resource; title from digital title page (viewed on May 03, 2022)
SUBJECT MATLAB. http://id.loc.gov/authorities/names/n92036881
MATLAB. fast (OCoLC)fst01365096
Subject Oceanography -- Statistical methods
Time-series analysis.
SCIENCE / Earth Sciences / Oceanography.
Oceanography -- Statistical methods.
Time-series analysis.
Form Electronic book
LC no. 2021037861
ISBN 1108697100
9781108697101