Climate Mathematics
Theory and Applications
£47.99
- Authors:
- Samuel S. P. Shen, San Diego State University
- Richard C. J. Somerville, Scripps Institution of Oceanography, University of California, San Diego
- Date Published: October 2019
- availability: In stock
- format: Hardback
- isbn: 9781108476874
£
47.99
Hardback
-
This unique text provides a thorough, yet accessible, grounding in the mathematics, statistics, and programming that students need to master for coursework and research in climate science, meteorology, and oceanography. Assuming only high school mathematics, it presents carefully selected concepts and techniques in linear algebra, statistics, computing, calculus and differential equations within the context of real climate science examples. Computational techniques are integrated to demonstrate how to visualize, analyze, and apply climate data, with R code featured in the book and both R and Python code available online. Exercises are provided at the end of each chapter with selected solutions available to students to aid self-study and further solutions provided online for instructors only. Additional online supplements to aid classroom teaching include datasets, images, and animations. Guidance is provided on how the book can support a variety of courses at different levels, making it a highly flexible text for undergraduate and graduate students, as well as researchers and professional climate scientists who need to refresh or modernize their quantitative skills.
Read more- Tailored specifically to the needs of climate science, combining all the relevant math topics into a single resource
- Accessible and self-contained, assuming only high school mathematical knowledge
- Presents each formula alongside relevant climate science examples to demonstrate the physical meaning and context
- Uses R and Python code to integrate computational techniques with mathematical methods – training students in the key skills of data analysis and visualization
Reviews & endorsements
'Climate Mathematics is an engaging work that provides students of climate science with the most essential mathematical and computational tools of the trade. This may well prove the most useful text they will encounter on the road to becoming climate scientists.' Kerry A. Emanuel, Massachusetts Institute of Technology
See more reviews'Combining traditional techniques with the judicious use of computer codes, Shen and Somerville show how mathematics is intimately connected with the science, and how it can be used to address climate problems occurring in the real world. The book is user-friendly for the beginner, but pays due attention to detail for the more advanced student. Taken with the extensive online resources, it brings a fresh new perspective to our curriculum that students and instructors will surely value.' Geoffrey Vallis, University of Exeter
'This book provides a timely introduction to the mathematical approaches and statistical techniques that students will need to understand climate change and how to respond to its impacts. I especially like how it gets students into using the important programming capabilities of R and Python to do such analyses. Climate Mathematics is a wonderful resource - one I will use myself and recommend to all of our students.' Donald J. Wuebbles, University of Illinois, Urbana-Champaign
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×Product details
- Date Published: October 2019
- format: Hardback
- isbn: 9781108476874
- length: 456 pages
- dimensions: 254 x 200 x 24 mm
- weight: 1.07kg
- contains: 33 b/w illus. 121 colour illus. 7 tables 137 exercises
- availability: In stock
Table of Contents
1. Dimensional analysis for climate science
2. Basics of R programming
3. Basic statistical methods for climate data analysis
4. Climate data matrices and linear algebra
5. Energy balance models for climate
6. Calculus applications to climate science I: derivatives
7. Calculus applications to climate science II: integrals
8. Conservation laws in climate dynamics
9. R graphics for climate science
10. Advanced R analysis and plotting EOFs, trends, and global data
11. R analysis of incomplete climate data
Appendix A. Dot product of two vectors
Appendix B. Cross product of two vectors
Appendix C. Spherical coordinates
Appendix D. Calculus concepts and methods
Appendix E. Sample solutions to the climate mathematics exercises.
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