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Data Analysis Methods in Physical Oceanography: Fourth Edition

Autor Richard E. Thomson, William J. Emery
en Limba Engleză Paperback – 30 iul 2024
Data Analysis Methods in Physical Oceanography: Fourth Edition provides a practical reference to established and modern data analysis techniques in earth and ocean sciences. In five sections, the book addresses data acquisition and recording, data processing and presentation, statistical methods and error handling, analysis of spatial data fields, and time series analysis methods. The updated edition includes new information on autonomous platforms and new analysis tools such as “deep learning” and convolutional neural networks. A section on extreme value statistics has been added, and the section on wavelet analysis has been expanded. This book brings together relevant techniques and references recent papers where these techniques have been trialed. In addition, it presents valuable examples using physical oceanography data. For students, the sections on data acquisition are useful for a compilation of all the measurement methods.


  • Includes content co-authored by scientists from academia and industry, both of whom have more than 30 years of experience in oceanographic research and field work
  • Provides boxed worked examples that address typical data analysis problems, including examples with computer code (e.g., python code, MATLAB code)
  • Presents brief summaries at the end of the more difficult sections to help readers looking for foundational information
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Specificații

ISBN-13: 9780323917230
ISBN-10: 0323917232
Pagini: 890
Ilustrații: 300 illustrations (100 in full color)
Dimensiuni: 216 x 276 mm
Greutate: 2.35 kg
Ediția:4
Editura: ELSEVIER SCIENCE

Public țintă

Oceanographers, atmospheric scientists, meteorologists, climatologists, and upper-undergraduate and graduate students studying statistical methods in oceanography, meteorology, and climatology; Engineers

Cuprins

1. Data Acquisition and Recording
2. Data Processing and Presentation
3. Statistical Methods and Error Handling
4. The Spatial Analyses of Data Fields
5. Time-series Analysis Methods
6. Digital Filters
7. Machine Learning Methods
8. Neural networks, convolutional neural networks and deep learning

Recenzii

Reviews of the Second Edition:"This book is the most comprehensive and practical source of information on data analysis methods available to the physical oceanographer. The reader gets the benefit of extremely broad coverage and an excellent set of examples drawn from geographical observations." --Oceanography