海洋物理学におけるデータ解析法（第４版） Data Analysis Methods in Physical Oceanography : Fourth Edition （4TH）

Thomson, Richard E./ Emery, William J.

Elsevier Science Publishing Co Inc（2024/07発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 890 p.
• 言語 ENG
• 商品コード 9780323917230
• DDC分類 551.46072

Full Description

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.

Contents

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