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 Earth science subjects, looking for a complete coverage of the theory and practice of time series data analysis using MATLAB.
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 Earth science subjects, looking for a complete coverage of the theory and practice of time series data analysis using MATLAB.
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.
Inhaltsangabe
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.
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.
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