
Machine Learning Techniques for Space Weather
Description
Key Features
- Collects many representative non-traditional approaches to space weather into a single volume
- Covers, in an accessible way, the mathematical background that is not often explained in detail for space scientists
- Includes free software in the form of simple MATLAB® scripts that allow for replication of results in the book, also familiarizing readers with algorithms
Readership
Space physicists, space weather professionals, computer scientists in related fields, information and data scientists in related fields
Table of Contents
Space Weather
1. Societal and Economic Importance of Space Weather
2. Data Availability and Forecast Products for Space WeatherMachine Learning
3. Information Theory
4. Regression
5. ClassificationApplications
6. Geo-effectiveness of Solar Wind Parameter: An Information Theory Approach
7. Emergence of Dynamical Complexity in the Earth's Magnetosphere
8. Applications of NARMAX in Space Weather
9. Many Hours Ahead Prediction of Geomagnetic Storms with Gaussian Processes
10. Prediction of Mev Electron Fluxes with Autoregressive Models
11. Forecast of Solar Wind Parameters Using Kalman Filter
12. Artificial Neural Networks for Determining Magnetospheric Conditions
13. Reconstruction of Plasma Electron Density from Satellite Measurements via Artifical Neural Networks
14. Classification of Magnetospheric Particle Distributions via NN
15. Automated Solar Flare Prediction
16. Coronal Holes Detection using Supervised Classification
17. CME Classification via k-means Clustering Algorithm
Product details
- No. of pages: 454
- Language: English
- Copyright: © Elsevier 2018
- Published: May 22, 2018
- Imprint: Elsevier
- eBook ISBN: 9780128117897
- Paperback ISBN: 9780128117880
About the Editors
Enrico Camporeale
Affiliations and Expertise
Simon Wing
Affiliations and Expertise
Jay Johnson
Affiliations and Expertise
Ratings and Reviews
Latest reviews
(Total rating for all reviews)
HosseinGhadjari Mon Jul 30 2018
Machine Learning Techniques for Space Weather
It was a good book with a very good quality