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Time Series Data Analysis in Oceanography Applications using MATLAB

Li, Chunyan
Innbundet / 2022 / Engelsk

Produktdetaljer

ISBN
9781108474276
Publisert
2022-05-05
Utgiver
Vendor
Cambridge University Press
Vekt
1010 gr
Høyde
251 mm
Bredde
174 mm
Dybde
32 mm
Aldersnivå
P, 06
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
300

Forfatter
Li, Chunyan

Biografisk notat

Chunyan Li is Professor and Mobil Distinguished Professor of Marine Geology in the Department of Oceanography and Coastal Sciences at Louisiana State University. He is Director of the Wave-Current-Surge Information System (WAVCIS), part of the Gulf Coastal Ocean Observing System (GCOOS), which collects real time meteorological and oceanographic data. Li's research focusses on coastal physical oceanography, estuarine dynamics, innovative ocean observations, atmospheric-oceanic observing systems, storm surge and severe weather induced ocean response. He has published almost a hundred peer-reviewed papers, many of which have involved ocean time series analysis and associated theories and dynamical processes in estuaries and the coastal ocean.

Time Series Data Analysis in Oceanography Applications using MATLAB

Li, Chunyan
Innbundet / 2022 / Engelsk
Li, Chunyan
Innbundet / 2022 / Engelsk
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Chunyan Li is a course instructor with many years of experience in teaching about time series analysis. His book is essential for students and researchers in oceanography and other subjects in the Earth sciences, looking for a complete coverage of the theory and practice of time series data analysis using MATLAB. 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.
Les mer
1. Introduction; 2. Introduction to MATLAB; 3. Time and MATLAB Functions for Time; 4. Deterministic and Random Functions; 5. Error and Variability Propagation; 6. Taylor Series Expansion and Application in Error Estimate; 7. Selected Topics in Spherical Trigonometry; 8. A System of Linear Equations and Least Squares Method; 9. Base Functions and Linear Independence; 10. Generic Least Squares Method and Orthogonal Functions; 11. Harmonic Analysis of Tide; 12. Fourier Series; 13. Fourier Transform; 14. Discrete Fourier Transform and Fast Fourier Transform; 15. Properties of Fourier Transform; 16. More Discussion on the Harmonic Analysis and Fourier Analysis; 17. Effect of Finite Sampling; 18. Power Spectrum, Co-Spectrum, and Coherence; 19. Window Functions for Reducing Side Lobes; 20. Convolution, Filtering with the Window Method; 21. Digital Filters: FIR and IIR Filters; 22. Rotary Spectrum Analysis; 23. Short-Time Fourier Transform and Introduction to Wavelet Analysis; 24. Empirical Orthogonal Function Analysis; References; Index.
Les mer
Textbook for students and researchers in oceanography and Earth science on theory and practice of time series analysis using MATLAB.

Relaterte produkter

Chunyan Li is a course instructor with many years of experience in teaching about time series analysis. His book is essential for students and researchers in oceanography and other subjects in the Earth sciences, looking for a complete coverage of the theory and practice of time series data analysis using MATLAB. 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.
Les mer
1. Introduction; 2. Introduction to MATLAB; 3. Time and MATLAB Functions for Time; 4. Deterministic and Random Functions; 5. Error and Variability Propagation; 6. Taylor Series Expansion and Application in Error Estimate; 7. Selected Topics in Spherical Trigonometry; 8. A System of Linear Equations and Least Squares Method; 9. Base Functions and Linear Independence; 10. Generic Least Squares Method and Orthogonal Functions; 11. Harmonic Analysis of Tide; 12. Fourier Series; 13. Fourier Transform; 14. Discrete Fourier Transform and Fast Fourier Transform; 15. Properties of Fourier Transform; 16. More Discussion on the Harmonic Analysis and Fourier Analysis; 17. Effect of Finite Sampling; 18. Power Spectrum, Co-Spectrum, and Coherence; 19. Window Functions for Reducing Side Lobes; 20. Convolution, Filtering with the Window Method; 21. Digital Filters: FIR and IIR Filters; 22. Rotary Spectrum Analysis; 23. Short-Time Fourier Transform and Introduction to Wavelet Analysis; 24. Empirical Orthogonal Function Analysis; References; Index.
Les mer
Textbook for students and researchers in oceanography and Earth science on theory and practice of time series analysis using MATLAB.

Produktdetaljer

ISBN
9781108474276
Publisert
2022-05-05
Utgiver
Vendor
Cambridge University Press
Vekt
1010 gr
Høyde
251 mm
Bredde
174 mm
Dybde
32 mm
Aldersnivå
P, 06
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
300

Forfatter
Li, Chunyan

Biografisk notat

Chunyan Li is Professor and Mobil Distinguished Professor of Marine Geology in the Department of Oceanography and Coastal Sciences at Louisiana State University. He is Director of the Wave-Current-Surge Information System (WAVCIS), part of the Gulf Coastal Ocean Observing System (GCOOS), which collects real time meteorological and oceanographic data. Li's research focusses on coastal physical oceanography, estuarine dynamics, innovative ocean observations, atmospheric-oceanic observing systems, storm surge and severe weather induced ocean response. He has published almost a hundred peer-reviewed papers, many of which have involved ocean time series analysis and associated theories and dynamical processes in estuaries and the coastal ocean.

Relaterte produkter