Machine Learning in Heliophysics

Machine Learning in Heliophysics
Title Machine Learning in Heliophysics PDF eBook
Author Thomas Berger
Publisher Frontiers Media SA
Pages 240
Release 2021-11-24
Genre Science
ISBN 2889716716

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Machine Learning Techniques for Space Weather

Machine Learning Techniques for Space Weather
Title Machine Learning Techniques for Space Weather PDF eBook
Author Enrico Camporeale
Publisher Elsevier
Pages 454
Release 2018-05-31
Genre Science
ISBN 0128117893

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Machine Learning Techniques for Space Weather provides a thorough and accessible presentation of machine learning techniques that can be employed by space weather professionals. Additionally, it presents an overview of real-world applications in space science to the machine learning community, offering a bridge between the fields. As this volume demonstrates, real advances in space weather can be gained using nontraditional approaches that take into account nonlinear and complex dynamics, including information theory, nonlinear auto-regression models, neural networks and clustering algorithms. Offering practical techniques for translating the huge amount of information hidden in data into useful knowledge that allows for better prediction, this book is a unique and important resource for space physicists, space weather professionals and computer scientists in related fields. 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

Applying Machine Learning to Heliophysics Problems to Broaden Space-weather Understanding

Applying Machine Learning to Heliophysics Problems to Broaden Space-weather Understanding
Title Applying Machine Learning to Heliophysics Problems to Broaden Space-weather Understanding PDF eBook
Author Teo Bloch
Publisher
Pages 0
Release 2021
Genre
ISBN

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Machine Learning for Planetary Science

Machine Learning for Planetary Science
Title Machine Learning for Planetary Science PDF eBook
Author Joern Helbert
Publisher Elsevier
Pages 234
Release 2022-03-22
Genre Science
ISBN 0128187220

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Machine Learning for Planetary Science presents planetary scientists with a way to introduce machine learning into the research workflow as increasingly large nonlinear datasets are acquired from planetary exploration missions. The book explores research that leverages machine learning methods to enhance our scientific understanding of planetary data and serves as a guide for selecting the right methods and tools for solving a variety of everyday problems in planetary science using machine learning. Illustrating ways to employ machine learning in practice with case studies, the book is clearly organized into four parts to provide thorough context and easy navigation. The book covers a range of issues, from data analysis on the ground to data analysis onboard a spacecraft, and from prioritization of novel or interesting observations to enhanced missions planning. This book is therefore a key resource for planetary scientists working in data analysis, missions planning, and scientific observation. Includes links to a code repository for sharing codes and examples, some of which include executable Jupyter notebook files that can serve as tutorials Presents methods applicable to everyday problems faced by planetary scientists and sufficient for analyzing large datasets Serves as a guide for selecting the right method and tools for applying machine learning to particular analysis problems Utilizes case studies to illustrate how machine learning methods can be employed in practice

Beyond Earth

Beyond Earth
Title Beyond Earth PDF eBook
Author Asif A. Siddiqi
Publisher National Aeronautis & Space Administration
Pages 396
Release 2018
Genre Planets
ISBN

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This is a completely updated and revised version of a monograph published in 2002 by the NASA History Office under the original title Deep Space Chronicle: A Chronology of Deep Space and Planetary Probes, 1958-2000. This new edition not only adds all events in robotic deep space exploration after 2000 and up to the end of 2016, but it also completely corrects and updates all accounts of missions from 1958 to 2000--Provided by publisher.

Space Physics and Aeronomy, Magnetospheres in the Solar System

Space Physics and Aeronomy, Magnetospheres in the Solar System
Title Space Physics and Aeronomy, Magnetospheres in the Solar System PDF eBook
Author Romain Maggiolo
Publisher John Wiley & Sons
Pages 61
Release 2021-05-04
Genre Science
ISBN 1119507529

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An overview of current knowledge and future research directions in magnetospheric physics In the six decades since the term 'magnetosphere' was first introduced, much has been theorized and discovered about the magnetized space surrounding each of the bodies in our solar system. Each magnetosphere is unique yet behaves according to universal physical processes. Magnetospheres in the Solar System brings together contributions from experimentalists, theoreticians, and numerical modelers to present an overview of diverse magnetospheres, from the mini-magnetospheres of Mercury to the giant planetary magnetospheres of Jupiter and Saturn. Volume highlights include: Concise history of magnetospheres, basic principles, and equations Overview of the fundamental processes that govern magnetospheric physics Tools and techniques used to investigate magnetospheric processes Special focus on Earth’s magnetosphere and its dynamics Coverage of planetary magnetic fields and magnetospheres throughout the solar system Identification of future research directions in magnetospheric physics The American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals. Find out more about the Space Physics and Aeronomy collection in this Q&A with the Editors in Chief

Space Physics and Aeronomy, Space Weather Effects and Applications

Space Physics and Aeronomy, Space Weather Effects and Applications
Title Space Physics and Aeronomy, Space Weather Effects and Applications PDF eBook
Author Anthea J. Coster
Publisher John Wiley & Sons
Pages 243
Release 2021-04-27
Genre Science
ISBN 111950757X

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Examines how solar and terrestrial space phenomena affect sophisticated technological systems Contemporary society relies on sophisticated technologies to manage electricity distribution, communication networks, transportation safety, and myriad other systems. The successful design and operation of both ground-based and space-based systems must consider solar and terrestrial space phenomena and processes. Space Weather Effects and Applications describes the effects of space weather on various present-day technologies and explores how improved instrumentation to measure Earth's space environment can be used to more accurately forecast changes and disruptions. Volume highlights include: Damage and disruption to orbiting satellite equipment by solar particles and cosmic rays Effects of space radiation on aircraft at high altitudes and latitudes Response of radio and radar-based systems to solar bursts Disturbances to the propagation of radio waves caused by space weather How geomagnetic field changes impact ground-based systems such as pipelines Impacts of human exposure to the space radiation environment The American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals. Find out more about the Space Physics and Aeronomy collection in this Q&A with the Editors in Chief