eBook - ePub
Knowledge Discovery in Big Data from Astronomy and Earth Observation
Astrogeoinformatics
- 472 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
eBook - ePub
Knowledge Discovery in Big Data from Astronomy and Earth Observation
Astrogeoinformatics
About this book
Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics bridges the gap between astronomy and geoscience in the context of applications, techniques and key principles of big data. Machine learning and parallel computing are increasingly becoming cross-disciplinary as the phenomena of Big Data is becoming common place. This book provides insight into the common workflows and data science tools used for big data in astronomy and geoscience. After establishing similarity in data gathering, pre-processing and handling, the data science aspects are illustrated in the context of both fields. Software, hardware and algorithms of big data are addressed.Finally, the book offers insight into the emerging science which combines data and expertise from both fields in studying the effect of cosmos on the earth and its inhabitants.- Addresses both astronomy and geosciences in parallel, from a big data perspective- Includes introductory information, key principles, applications and the latest techniques- Well-supported by computing and information science-oriented chapters to introduce the necessary knowledge in these fields
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Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Yes, you can access Knowledge Discovery in Big Data from Astronomy and Earth Observation by Petr Skoda,Fathalrahman Adam in PDF and/or ePUB format, as well as other popular books in Computer Science & Data Processing. We have over one million books available in our catalogue for you to explore.
Information
Table of contents
- Cover image
- Title page
- Table of Contents
- Copyright
- List of Contributors
- A Word from the BIG-SKY-EARTH Chair
- Preface
- Acknowledgments
- Part I: Data
- Chapter 1: Methodologies for Knowledge Discovery Processes in Context of AstroGeoInformatics
- Chapter 2: Historical Background of Big Data in Astro and Geo Context
- Part II: Information
- Chapter 3: AstroGeoInformatics: From Data Acquisition to Further Application
- Chapter 4: Synergy in Astronomy and Geosciences
- Chapter 5: Surveys, Catalogues, Databases, and Archives of Astronomical Data
- Chapter 6: Surveys, Catalogues, Databases/Archives, and State-of-the-Art Methods for Geoscience Data Processing
- Chapter 7: High-Performance Techniques for Big Data Processing
- Chapter 8: Query Processing and Access Methods for Big Astro and Geo Databases
- Chapter 9: Real-Time Stream Processing in Astronomy
- Part III: Knowledge
- Chapter 10: Time Series
- Chapter 11: Advanced Time Series Analysis of Generally Irregularly Spaced Signals: Beyond the Oversimplified Methods
- Chapter 12: Learning in Big Data: Introduction to Machine Learning
- Chapter 13: Deep Learning – an Opportunity and a Challenge for Geo- and Astrophysics
- Chapter 14: Astro- and Geoinformatics – Visually Guided Classification of Time Series Data
- Chapter 15: When Evolutionary Computing Meets Astro- and Geoinformatics
- Part IV: Wisdom
- Chapter 16: Multiwavelength Extragalactic Surveys: Examples of Data Mining
- Chapter 17: Applications of Big Data in Astronomy and Geosciences: Algorithms for Photographic Images Processing and Error Elimination
- Chapter 18: Big Astronomical Datasets and Discovery of New Celestial Bodies in the Solar System in Automated Mode by the CoLiTec Software
- Chapter 19: Big Data for the Magnetic Field Variations in Solar-Terrestrial Physics and Their Wavelet Analysis
- Chapter 20: International Database of Neutron Monitor Measurements: Development and Applications
- Chapter 21: Monitoring the Earth Ionosphere by Listening to GPS Satellites
- Chapter 22: Exploitation of Big Real-Time GNSS Databases for Weather Prediction
- Chapter 23: Application of Databases Collected in Ionospheric Observations by VLF/LF Radio Signals
- Chapter 24: Influence on Life Applications of a Federated Astro-Geo Database
- Index