Solar and Interplanetary Sources of Geomagnetic Storms: Space Weather Aspects Yu
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A Deep Learning Framework for Solar Phenomena Prediction
FlareNet: A Deep Learning Framework for Solar Phenomena Prediction FDL 2017 Solar Storm Team: Sean McGregor1, Dattaraj Dhuri1,2, Anamaria Berea1,3, and Andrés Muñoz-Jaramillo1,4 1NASA’s 2017 Frontier Development Laboratory 2Tata Institute of Fundamental Research (TIFR), Mumbai, India 3Center for Complexity in Business, University of Maryland, College Park, MD, USA 4SouthWest Research Institute, Boulder, CO, USA Abstract Solar activity can interfere with the normal operation of GPS satellites, the power grid, and space operations, but inadequate predictive models mean we have little warning for the arrival of newly disruptive solar activity. Petabytes of data col- lected from satellite instruments aboard the Solar Dynamics Observatory (SDO) provide a high-cadence, high-resolution, and many-channeled dataset of solar phenomena. Several challenging deep learning problems may be derived from the data, including space weather forecasting (i.e., solar flares, solar energetic particles, and coronal mass ejections). This work introduces a software framework, FlareNet, for experimentation within these problems. FlareNet includes compo- nents for the downloading and management of SDO data, visualization, and rapid experimentation. The system architecture is built to enable collaboration between heliophysicists and machine learning researchers on the topics of image regres- sion, image classification, and image segmentation. We specifically highlight the problem of solar flare prediction and offer insights from preliminary experiments. 1 Introduction The violent release of solar magnetic energy – collectively referred to as “space weather" – is responsible for a variety of phenomena that can disrupt technological assets. In particular, solar flares (sudden brightenings of the solar corona) and coronal mass ejections (CMEs; the violent release of solar plasma) can disrupt long-distance communications, reduce Global Positioning System (GPS) accuracy, degrade satellites, and disrupt the power grid [5]. -
UC Irvine UC Irvine Previously Published Works
UC Irvine UC Irvine Previously Published Works Title Astrophysics in 2006 Permalink https://escholarship.org/uc/item/5760h9v8 Journal Space Science Reviews, 132(1) ISSN 0038-6308 Authors Trimble, V Aschwanden, MJ Hansen, CJ Publication Date 2007-09-01 DOI 10.1007/s11214-007-9224-0 License https://creativecommons.org/licenses/by/4.0/ 4.0 Peer reviewed eScholarship.org Powered by the California Digital Library University of California Space Sci Rev (2007) 132: 1–182 DOI 10.1007/s11214-007-9224-0 Astrophysics in 2006 Virginia Trimble · Markus J. Aschwanden · Carl J. Hansen Received: 11 May 2007 / Accepted: 24 May 2007 / Published online: 23 October 2007 © Springer Science+Business Media B.V. 2007 Abstract The fastest pulsar and the slowest nova; the oldest galaxies and the youngest stars; the weirdest life forms and the commonest dwarfs; the highest energy particles and the lowest energy photons. These were some of the extremes of Astrophysics 2006. We attempt also to bring you updates on things of which there is currently only one (habitable planets, the Sun, and the Universe) and others of which there are always many, like meteors and molecules, black holes and binaries. Keywords Cosmology: general · Galaxies: general · ISM: general · Stars: general · Sun: general · Planets and satellites: general · Astrobiology · Star clusters · Binary stars · Clusters of galaxies · Gamma-ray bursts · Milky Way · Earth · Active galaxies · Supernovae 1 Introduction Astrophysics in 2006 modifies a long tradition by moving to a new journal, which you hold in your (real or virtual) hands. The fifteen previous articles in the series are referenced oc- casionally as Ap91 to Ap05 below and appeared in volumes 104–118 of Publications of V. -
Space Weather Lecture 2: the Sun and the Solar Wind
Space Weather Lecture 2: The Sun and the Solar Wind Elena Kronberg (Raum 442) [email protected] Elena Kronberg: Space Weather Lecture 2: The Sun and the Solar Wind 1 / 39 The radiation power is '1.5 kW·m−2 at the distance of the Earth The Sun: facts Age = 4.5×109 yr Mass = 1.99×1030 kg (330,000 Earth masses) Radius = 696,000 km (109 Earth radii) Mean distance from Earth (1AU) = 150×106 km (215 solar radii) Equatorial rotation period = '25 days Mass loss rate = 109 kg·s−1 It takes sunlight 8 min to reach the Earth Elena Kronberg: Space Weather Lecture 2: The Sun and the Solar Wind 2 / 39 The Sun: facts Age = 4.5×109 yr Mass = 1.99×1030 kg (330,000 Earth masses) Radius = 696,000 km (109 Earth radii) Mean distance from Earth (1AU) = 150×106 km (215 solar radii) Equatorial rotation period = '25 days Mass loss rate = 109 kg·s−1 It takes sunlight 8 min to reach the Earth The radiation power is '1.5 kW·m−2 at the distance of the Earth Elena Kronberg: Space Weather Lecture 2: The Sun and the Solar Wind 2 / 39 The Solar interior Core: 1H +1 H !2 H + e+ + n + 0.42 MeV 1H +2 He !3 H + g + 5.5 MeV 3He +3 He !4 He + 21H + 12.8 MeV The radiative zone: electromagnetic radiation transports energy outwards The convection zone: energy is transported by convection The photosphere – layer which emits visible light The chromosphere is the Sun’s atmosphere. -
Multi-Spacecraft Analysis of the Solar Coronal Plasma
Multi-spacecraft analysis of the solar coronal plasma Von der Fakultät für Elektrotechnik, Informationstechnik, Physik der Technischen Universität Carolo-Wilhelmina zu Braunschweig zur Erlangung des Grades einer Doktorin der Naturwissenschaften (Dr. rer. nat.) genehmigte Dissertation von Iulia Ana Maria Chifu aus Bukarest, Rumänien eingereicht am: 11.02.2015 Disputation am: 07.05.2015 1. Referent: Prof. Dr. Sami K. Solanki 2. Referent: Prof. Dr. Karl-Heinz Glassmeier Druckjahr: 2016 Bibliografische Information der Deutschen Nationalbibliothek Die Deutsche Nationalbibliothek verzeichnet diese Publikation in der Deutschen Nationalbibliografie; detaillierte bibliografische Daten sind im Internet über http://dnb.d-nb.de abrufbar. Dissertation an der Technischen Universität Braunschweig, Fakultät für Elektrotechnik, Informationstechnik, Physik ISBN uni-edition GmbH 2016 http://www.uni-edition.de © Iulia Ana Maria Chifu This work is distributed under a Creative Commons Attribution 3.0 License Printed in Germany Vorveröffentlichung der Dissertation Teilergebnisse aus dieser Arbeit wurden mit Genehmigung der Fakultät für Elektrotech- nik, Informationstechnik, Physik, vertreten durch den Mentor der Arbeit, in folgenden Beiträgen vorab veröffentlicht: Publikationen • Mierla, M., Chifu, I., Inhester, B., Rodriguez, L., Zhukov, A., 2011, Low polarised emission from the core of coronal mass ejections, Astronomy and Astrophysics, 530, L1 • Chifu, I., Inhester, B., Mierla, M., Chifu, V., Wiegelmann, T., 2012, First 4D Recon- struction of an Eruptive Prominence -
The 2015 Senior Review of the Heliophysics Operating Missions
The 2015 Senior Review of the Heliophysics Operating Missions June 11, 2015 Submitted to: Steven Clarke, Director Heliophysics Division, Science Mission Directorate Jeffrey Hayes, Program Executive for Missions Operations and Data Analysis Submitted by the 2015 Heliophysics Senior Review panel: Arthur Poland (Chair), Luca Bertello, Paul Evenson, Silvano Fineschi, Maura Hagan, Charles Holmes, Randy Jokipii, Farzad Kamalabadi, KD Leka, Ian Mann, Robert McCoy, Merav Opher, Christopher Owen, Alexei Pevtsov, Markus Rapp, Phil Richards, Rodney Viereck, Nicole Vilmer. i Executive Summary The 2015 Heliophysics Senior Review panel undertook a review of 15 missions currently in operation in April 2015. The panel found that all the missions continue to produce science that is highly valuable to the scientific community and that they are an excellent investment by the public that funds them. At the top level, the panel finds: • NASA’s Heliophysics Division has an excellent fleet of spacecraft to study the Sun, heliosphere, geospace, and the interaction between the solar system and interstellar space as a connected system. The extended missions collectively contribute to all three of the overarching objectives of the Heliophysics Division. o Understand the changing flow of energy and matter throughout the Sun, Heliosphere, and Planetary Environments. o Explore the fundamental physical processes of space plasma systems. o Define the origins and societal impacts of variability in the Earth/Sun System. • All the missions reviewed here are needed in order to study this connected system. • Progress in the collection of high quality data and in the application of these data to computer models to better understand the physics has been exceptional. -
Introduction to the Physics of Solar Eruptions and Their Space Weather Impact
Introduction to the physics of solar eruptions and their rsta.royalsocietypublishing.org space weather impact Vasilis Archontis1 and Loukas Vlahos2 Research 1 St Andrews University, School of Mathematics and Statistics, St Andrews KY 16 9SS, UK Article submitted to journal 2 Department of Physics, Aristotle University, 54124 Thessaloniki, Greece Subject Areas: Astrophysics, Plasma Physics, Space The physical processes, which drive powerful solar Weather eruptions, play an important role in our understanding of the Sun-Earth connection. In this Special Issue, we Keywords: firstly discuss how magnetic fields emerge from the Sun, magnetic fields, Coronal Mass solar interior to the solar surface, to build up active regions, which commonly host large-scale coronal Ejections disturbances, such as coronal mass ejections (CMEs). Then, we discuss the physical processes associated Author for correspondence: with the driving and triggering of these eruptions, the V. Archontis propagation of the large-scale magnetic disturbances e-mail: [email protected] through interplanetary space and the interaction of CMEs with Earth’s magnetic field. The acceleration mechanisms for the solar energetic particles related to explosive phenomena (e.g. flares and/or CMEs) in the solar corona are also discussed. The main aim of this Issue, therefore, is to encapsulate the present state- of-the-art in research related to the genesis of solar eruptions and their space-weather implications. This article is part of the theme issue ”Solar eruptions and their space weather impact”. arXiv:1905.08361v1 [astro-ph.SR] 20 May 2019 c The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/ by/4.0/, which permits unrestricted use, provided the original author and source are credited. -
Supplemental Science Materials for Grades 5
Effects of the Sun on Our Planet Supplemental science materials for grades 5 - 8 These supplemental curriculum materials are sponsored by the Stanford SOLAR (Solar On-Line Activity Resources) Center. In conjunction with NASA and the Learning Technologies Channel. Susanne Ashby Curriculum Specialist Paul Mortfield Solar Astronomers Todd Hoeksema Amberlee Chaussee Page Layout and Design Table of Contents Teacher Overview Objectives Science Concepts Correlation to the National Science Standards Segment Content/On-line Component Review Materials List Explorations Science Explorations • Sunlight and Plant Life • Life in a Greenhouse • Evaporation: How fast? • Evaporation (the Sequel): Where does the water go? • Now We’re Cookin’! • What I Can Do with Solar Energy • Riding a Radio Wave Career Explorations • Solar Scientist Answer Keys • Student Worksheet: Sunlight for Our Life • Science Exploration Guidesheet: Sunlight and Plant Life • Plant Observation Chart • Science Exploration Guidesheet: Life in a Greenhouse • Science Exploration Guidesheet: Evaporation: How fast? • Science Exploration Guidesheet: Evaporation: Where does the water go? • Science Exploration Guidesheet: Now We’re Cookin’! • Science Exploration Guidesheet: What I Can Do With Solar Energy • Science Exploration Guidesheet: Riding a Radio Wave Student Handouts • Student Reading: Sunlight for Our Life • Student Worksheet: Sunlight for Our Life • Science Exploration Guidesheet: (Generic form) • Riding a Radio Wave: Observation Graph • Career Exploration Guidesheet: Solar Scientist Appendix • Solar Glossary • Web Work 3 • Teacher Overview • Objectives • Science Concepts • Correlation to the National Science Standards • Segment Content/On-line Component Review • Materials List Teacher Overview Objectives • Students will observe how technology (through a greenhouse and photovoltaic cells) can enhance the solar energy Earth receives. • Students will observe how the sun’s radiant energy causes evaporation. -
The Economic Impact of Critical National Infrastructure Failure Due to Space Weather
Natural Hazard Science, Oxford Research Encyclopaedia (ORE) The Economic Impact of Critical National Infrastructure Failure Due to Space Weather Edward J. Oughton1 1Centre for Risk Studies, Judge Business School, University of Cambridge, Cambridge, UK Corresponding author: Edward Oughton ([email protected]) 1 Natural Hazard Science, Oxford Research Encyclopaedia (ORE) Summary and key words Space weather is a collective term for different solar or space phenomena that can detrimentally affect technology. However, current understanding of space weather hazards is still relatively embryonic in comparison to terrestrial natural hazards such as hurricanes, earthquakes or tsunamis. Indeed, certain types of space weather such as large Coronal Mass Ejections (CMEs) are an archetypal example of a low probability, high severity hazard. Few major events, short time-series data and a lack of consensus regarding the potential impacts on critical infrastructure have hampered the economic impact assessment of space weather. Yet, space weather has the potential to disrupt a wide range of Critical National Infrastructure (CNI) systems including electricity transmission, satellite communications and positioning, aviation and rail transportation. Recently there has been growing interest in these potential economic and societal impacts. Estimates range from millions of dollars of equipment damage from the Quebec 1989 event, to some analysts reporting billions of lost dollars in the wider economy from potential future disaster scenarios. Hence, this provides motivation for this article which tracks the origin and development of the socio-economic evaluation of space weather, from 1989 to 2017, and articulates future research directions for the field. Since 1989, many economic analyses of space weather hazards have often completely overlooked the physical impacts on infrastructure assets and the topology of different infrastructure networks. -
Top-Side Ionosphere Response to Extreme Solar Events
Ann. Geophys., 24, 1469–1477, 2006 www.ann-geophys.net/24/1469/2006/ Annales © European Geosciences Union 2006 Geophysicae Top-side ionosphere response to extreme solar events A. V. Dmitriev1,2, H.-C. Yeh1, J.-K. Chao1, I. S. Veselovsky2,3, S.-Y. Su1, and C. C. Fu1 1Institute of Space Science, National Central University, Chung-Li, Taiwan 2Skobeltsyn Institute of Nuclear Physics Moscow State University, Moscow, Russia 3Space Research Institute (IKI) Russian Academy of Sciences, Moscow, Russia Received: 17 August 2005 – Revised: 27 January 2006 – Accepted: 14 Febraury 2006 – Published: 3 July 2006 Part of Special Issue “The 11th International Symposium on Equatorial Aeronomy (ISEA-11), Taipei, May 2005” Abstract. Strong X-flares and solar energetic particle (SEP) particles (SEP), with energies up to hundreds and thousands fluxes are considered as sources of topside ionospheric dis- of MeV. The solar radiation impacts the Earth’s ionosphere turbances observed by the ROCSAT-1/IPEI instrument dur- almost immediately. The impact depends on the spectrum ing the Bastille Day event on 14 July 2000 and the Halloween and contents of the radiation (e.g. Mitra, 1974). event on 28 October–4 November 2003. It was found that The present study regards two outstanding events which within a prestorm period in the dayside ionosphere at alti- occurred in the 23 solar cycle: Bastille Day on 14 July tudes of ∼600 km the ion density increased up to ∼80% in 2000 and the Halloween event on 28 October–4 Novem- response to flare-associated enhancements of the solar X-ray ber 2003. The Bastille Day solar flare on 14 July had a emission. -
Heliospheric Data Center for Space Weather ALTEC and Oato – INAF Collaboration
Heliospheric Data Center for Space Weather ALTEC and OATo – INAF collaboration ALTEC – Aerospace Logistics INAF – Italian National OATo – Turin Astro- All rights reserved © 2017 -2017 © reserved rights All Altec Technology Engineerig Company Astrophysics Institute physical Observatory www.altecspace.it Introduction Gaia-DPCT @ ALTEC Metis @ ALTEC Opsys All rights reserved © 2017 -2017 © reserved rights All Altec Following the excellent cooperation estabilished for Gaia Italian Data Processing Center, as well as Metis Coronagraph calibration and test campaign, ALTEC and OATo are joining efforts to create the Heliospheric Data Center as a key element of a Space Weather Data Center. www.altecspace.it Ref. Nr . Space Related Related Heliospheric Current Future Weather ALTEC Data Center OATo Activities Prospects Forecast Competences Competences All rights reserved © 2017 -2017 © reserved rights All Altec Page 3 www.altecspace.it Ref. Nr . Space Weather Forecast Among other methods ALTEC/OATo focus on forecast by means of space observations of the outer solar corona and heliosphere Identification of ejections of magnetic clouds, reaching the Earth magnetosphere ° Long-term forecast (days) with coronal observations, ° Short-term forecast (hours) with in situ heliospheric obs at L1 All rights reserved © 2017 -2017 © reserved rights All Altec Solar wind structure also allows predictions, days in advance, of minor geo-magnetic storm. www.altecspace.it Ref. Nr . Space Related Related Heliospheric Current Future Weather ALTEC Data Center OATo Activities Prospects Forecast Competences Competences All rights reserved © 2017 -2017 © reserved rights All Altec Page 5 www.altecspace.it Ref. Nr . Objectives And Approach Objectives ° Consolidate and evolve the Heliospheric Data Center , initially set up with the SOHO data coming from the ESA approved SOLAR (SOho Long-term ARchive) archive , in order to manage additional solar archives storing solar coronal and heliospheric data coming from ESA and NASA space programs. -
Committee on the Societal and Economic Impacts of Severe Space Weather Events: a Workshop
Committee on the Societal and Economic Impacts of Severe Space Weather Events: A Workshop Space Studies Board Division on Engineering and Physical Sciences THE NATIONAL ACADEMIES PRESS 500 Fifth Street, N.W. Washington, DC 20001 NOTICE: The project that is the subject of this report was approved by the Governing Board of the National Research Council, whose members are drawn from the councils of the National Academy of Sciences, the National Academy of Engineering, and the Institute of Medicine. The members of the committee responsible for the report were chosen for their special competences and with regard for appropriate balance. This study is based on work supported by the Contract NASW-01001 between the National Academy of Sciences and the National Aeronautics and Space Administration. Any opinions, findings, conclusions, or recommendations expressed in this pub- lication are those of the author(s) and do not necessarily reflect the views of the agency that provided support for the project. Cover: (Upper left) A looping eruptive prominence blasted out from a powerful active region on July 29, 2005, and within an hour had broken away from the Sun. Active regions are areas of strong magnetic forces. Image courtesy of SOHO, a project of international cooperation between the European Space Agency and NASA. International Standard Book Number 13: 978-0-309-12769-1 International Standard Book Number 10: 0-309-12769-6 Copies of this report are available free of charge from: Space Studies Board National Research Council 500 Fifth Street, N.W. Washington, DC 20001 Additional copies of this report are available from the National Academies Press, 500 Fifth Street, N.W., Lockbox 285, Wash- ington, DC 20055; (800) 624-6242 or (202) 334-3313 (in the Washington metropolitan area); Internet, http://www.nap.edu. -
Particles and Fields in the Interplanetary Medium M
PARTICLES AND FIELDS IN THE INTERPLANETARY MEDIUM By KENNETH G. -MCCRACKEN UNIVERSITY OF ADELAIDE, ADELAIDE, AUSTRALIA M\Ian's knowledge of the properties of interplanetary space has advanced radically since 1962, the major part of this advance occurring since the commencement of the International Years of the Quiet Sun. The IQSY has, in fact, been quite unique in that it has seen the augmentation of the extensive synoptic studies of both geo- physical and solar phenomena such as were mounted during the IGY and its predecessors, the Polar Years of 1882 and 1932, by essentially continuous in situ studies of the interplanetary medium by detectors flown on interplanetary space- craft. Thus, since late 1963, no less than ten interplanetary spacecraft belonging to the Interplanetary -Monitoring Platform (DIP), Eccentric Geophysical Observa- tory (EGO), -Mariner, Pioneer, and Zond series have provided almost continuous surveillance of interplanetary phenomena, using second- and third-genleration detection devices. The fact that most of these spacecraft have made simultaneous measurements of a nIumber of the properties of the interplanetary medium has provided detailed information on the causal relationships between the several interplanetary parameters and geophysical phenomena, at a tinme when the relative lack of solar activity resulted in an attractive simplicity in the observed data. As' a consequence, the IQSY has provided an unprecedented series of observations of the causal relationships between solar, interplanetary, and geophysical phenomena, which will be of major importance in understanding the more complicated situations observed during periods of appreciable solar activity. In this review, I attempt to summarize the 1967 understanding of the interplanetary medium, this under- standing being based very heavily on work performed during and since the IQSY.