Space Physics in the Context of Complex Systems Dynamics
- 1st Edition - March 1, 2027
- Latest edition
- Editors: Georgios Balasis, Simon Wing, Reik Donner
- Language: English
Space Physics in the Context of Complex Systems Dynamics explores the intricate interplay between space physics and complex systems science, emphasizing their methodologies and ap… Read more
Description
Description
Key features
Key features
- Provides a comprehensive overview of complex systems techniques in the context of space physics, including information theory and causal inference
- Emphasizes nonlinear and complex dynamics, offering insight into advanced analytical approaches beyond traditional linear correlation analysis
- Integrates methodologies from complex systems science to provide a holistic understanding of space physics systems
- Includes real-world applications such as space weather forecasting, magnetic storm-magnetospheric storm relationships, and drivers of radiation belt dynamics
- Explores the synergy and integration possibilities between information theory and machine learning for enhanced data analysis and prediction in space sciences
Readership
Readership
Table of contents
Table of contents
2. Brief Machine Learning Intro
3. Systems Science vs Complex Systems Science?
Section 1 Methodology
4. Information Theory Approaches (e.g. Balasis, Donner)
5. Causal Inference Techniques (e.g. Palus, Runge, Wing)
6. Complexity Science Methodologies
7. System Science Methodologies
8. Possibilities for Information Theory - Machine Learning Synergy/Integration
Section 2 Applications
9. Opportunities for space weather forecasting
10. Magnetic storm-magnetospheric storm relationship
11. Drivers of radiation belt dynamics
12. Scientific discovery for other planets
13. Conclusions and Future Perspectives
Product details
Product details
- Edition: 1
- Latest edition
- Published: March 1, 2027
- Language: English
About the editors
About the editors
GB
Georgios Balasis
Georgios Balasis is Research Director at the Institute for Astronomy, Astrophysics, Space Applications and Remote Sensing (IAASARS) based at the National Observatory of Athens (NOA), Greece. Between 2002 and 2006, Dr. Balasis served as the specialist for global electromagnetic induction in the CHAMP satellite team at GeoForschungsZentrum Potsdam. Returning to Greece in 2006, he took on the role of an Assistant Researcher at the former Institute for Space Applications and Remote Sensing (ISARS) at NOA. In this capacity, Dr. Balasis was responsible for establishing, installing, and operating the HellENIc GeoMagnetic Array (ENIGMA) and facilitating its access to the SuperMAG worldwide collaboration of ground-based magnetometers, marking the pioneering operation of the first magnetometer station array in Greece. Dr. Balasis’s primary research interests encompass space physics, including the Sun-Earth connection and magnetosphere-ionosphere coupling, dynamics of the magnetosphere, space weather, and the geomagnetic field, as well as complex systems. Actively involved in magnetic satellite missions, Dr. Balasis serves as a member of the Science Advisory Group for the NanoMagSat Scout satellite mission by the European Space Agency, ESA Swarm satellite mission DISC (Data Innovation and Science Cluster) Advisory Board and ESA Swarm Data Quality Group and Validation Team. Dr. Balasis boasts an extensive publication record, featuring 1 book and over 85 refereed papers.
SW
Simon Wing
RD