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Data Analysis Methods in Physical Oceanography cover

Data Analysis Methods in Physical Oceanography

by Richard E. Thomson, William J. Emery

4th Edition

Publisher: Elsevier Science

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Earth Sciences

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Book Details

Print ISBN9780323917230
eText ISBN9780323993135
PublisherElsevier Science
Publishing Year2024
Edition4th Edition
LanguageEnglish
Pages890

Data Analysis Methods in Physical Oceanography (4th Edition) functions as a practical reference detailing established and modern analytical techniques across earth and ocean sciences. Authors Richard E. Thomson and William J. Emery draw from more than three decades of oceanographic research and field experience across academic and industrial environments to present systematic computational practices.

The material synthesizes foundational data handling with contemporary statistical and computational methods across five main sections. Coverage spans data acquisition, data processing, error handling, spatial data field analysis, and time series analysis. Additional chapters address digital filters and machine learning methods tailored for complex observational studies.

To support practical execution, the text features boxed worked examples that guide users through numerical problems using Python and MATLAB computer code. This resource provides intended analytical support for oceanographers, atmospheric scientists, meteorologists, climatologists, engineers, and upper-undergraduate or graduate students enrolled in statistical methods courses.

Table of Contents

  1. Chapter 1: Data Acquisition and Recording

  2. Chapter 2: Data Processing and Presentation

  3. Chapter 3: Statistical Methods and Error Handling

  4. Chapter 4: The Spatial Analyses of Data Fields

  5. Chapter 5: Time Series Analysis Methods

  6. Chapter 6: Digital Filters

  7. Chapter 7: Machine Learning Methods

  8. Chapter 8: Neural Networks, Convolutional Neural Networks and Deep Learning

  9. Chapter Appendix A: Units in Physical Oceanography

  10. Chapter Appendix B: Glossary of Statistical Terminology

  11. Chapter Appendix C: Means, Variances and Moment-Generating Functions for Some Common Continuous Variables

  12. Chapter Appendix D: Statistical Tables

  13. Chapter Appendix E: Correlation Coefficients at the 5% and 1% Levels of Significance for Various Degrees of Freedom, ν

  14. Chapter Appendix F: Approximations and Nondimensional Numbers in Physical Oceanography

  15. Chapter Appendix G: Convolution

  16. Chapter Appendix H: Optimal Interpolation MATLAB Live Scripts

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