DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Empirical predictive models of daily relativistic electron flux at geostationary orbit: Multiple regression analysis

Abstract

The daily maximum relativistic electron flux at geostationary orbit can be predicted well with a set of daily averaged predictor variables including previous day's flux, seed electron flux, solar wind velocity and number density, AE index, IMF Bz, Dst, and ULF and VLF wave power. As predictor variables are intercorrelated, we used multiple regression analyses to determine which are the most predictive of flux when other variables are controlled. Empirical models produced from regressions of flux on measured predictors from 1 day previous were reasonably effective at predicting novel observations. Adding previous flux to the parameter set improves the prediction of the peak of the increases but delays its anticipation of an event. Previous day's solar wind number density and velocity, AE index, and ULF wave activity are the most significant explanatory variables; however, the AE index, measuring substorm processes, shows a negative correlation with flux when other parameters are controlled. This may be due to the triggering of electromagnetic ion cyclotron waves by substorms that cause electron precipitation. VLF waves show lower, but significant, influence. The combined effect of ULF and VLF waves shows a synergistic interaction, where each increases the influence of the other on flux enhancement. Correlationsmore » between observations and predictions for this 1 day lag model ranged from 0.71 to 0.89 (average: 0.78). Furthermore, a path analysis of correlations between predictors suggests that solar wind and IMF parameters affect flux through intermediate processes such as ring current (Dst), AE, and wave activity.« less

Authors:
 [1];  [1];  [2]; ORCiD logo [3];  [4]
  1. Augsburg College, Minneapolis, MN (United States)
  2. Institute of the Physics of the Earth, Moscow (Russia)
  3. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  4. British Antarctic Survey, Cambridge (United Kingdom)
Publication Date:
Research Org.:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Org.:
National Aeronautics and Space Administration (NASA); USDOE
OSTI Identifier:
1402660
Report Number(s):
LA-UR-17-28047
Journal ID: ISSN 2169-9380; TRN: US1703023
Grant/Contract Number:  
AC52-06NA25396
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Geophysical Research. Space Physics
Additional Journal Information:
Journal Volume: 121; Journal Issue: 4; Journal ID: ISSN 2169-9380
Publisher:
American Geophysical Union
Country of Publication:
United States
Language:
English
Subject:
58 GEOSCIENCES; Heliospheric and Magnetospheric Physics; multiple regression; multivariable analysis; empirical modeling; relativistic electron flux prediction at geosynchronous orbit

Citation Formats

Simms, Laura E., Engebretson, Mark J., Pilipenko, Viacheslav, Reeves, Geoffrey D., and Clilverd, Mark. Empirical predictive models of daily relativistic electron flux at geostationary orbit: Multiple regression analysis. United States: N. p., 2016. Web. doi:10.1002/2016JA022414.
Simms, Laura E., Engebretson, Mark J., Pilipenko, Viacheslav, Reeves, Geoffrey D., & Clilverd, Mark. Empirical predictive models of daily relativistic electron flux at geostationary orbit: Multiple regression analysis. United States. https://doi.org/10.1002/2016JA022414
Simms, Laura E., Engebretson, Mark J., Pilipenko, Viacheslav, Reeves, Geoffrey D., and Clilverd, Mark. Thu . "Empirical predictive models of daily relativistic electron flux at geostationary orbit: Multiple regression analysis". United States. https://doi.org/10.1002/2016JA022414. https://www.osti.gov/servlets/purl/1402660.
@article{osti_1402660,
title = {Empirical predictive models of daily relativistic electron flux at geostationary orbit: Multiple regression analysis},
author = {Simms, Laura E. and Engebretson, Mark J. and Pilipenko, Viacheslav and Reeves, Geoffrey D. and Clilverd, Mark},
abstractNote = {The daily maximum relativistic electron flux at geostationary orbit can be predicted well with a set of daily averaged predictor variables including previous day's flux, seed electron flux, solar wind velocity and number density, AE index, IMF Bz, Dst, and ULF and VLF wave power. As predictor variables are intercorrelated, we used multiple regression analyses to determine which are the most predictive of flux when other variables are controlled. Empirical models produced from regressions of flux on measured predictors from 1 day previous were reasonably effective at predicting novel observations. Adding previous flux to the parameter set improves the prediction of the peak of the increases but delays its anticipation of an event. Previous day's solar wind number density and velocity, AE index, and ULF wave activity are the most significant explanatory variables; however, the AE index, measuring substorm processes, shows a negative correlation with flux when other parameters are controlled. This may be due to the triggering of electromagnetic ion cyclotron waves by substorms that cause electron precipitation. VLF waves show lower, but significant, influence. The combined effect of ULF and VLF waves shows a synergistic interaction, where each increases the influence of the other on flux enhancement. Correlations between observations and predictions for this 1 day lag model ranged from 0.71 to 0.89 (average: 0.78). Furthermore, a path analysis of correlations between predictors suggests that solar wind and IMF parameters affect flux through intermediate processes such as ring current (Dst), AE, and wave activity.},
doi = {10.1002/2016JA022414},
journal = {Journal of Geophysical Research. Space Physics},
number = 4,
volume = 121,
place = {United States},
year = {Thu Apr 07 00:00:00 EDT 2016},
month = {Thu Apr 07 00:00:00 EDT 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 30 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Radiation belt electron acceleration by chorus waves during the 17 March 2013 storm: ELECTRON ACCELERATION BY CHORUS WAVES
journal, June 2014

  • Li, W.; Thorne, R. M.; Ma, Q.
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 6
  • DOI: 10.1002/2014JA019945

Observations of relativistic electron microbursts in association with VLF chorus
journal, April 2001

  • Lorentzen, K. R.; Blake, J. B.; Inan, U. S.
  • Journal of Geophysical Research: Space Physics, Vol. 106, Issue A4
  • DOI: 10.1029/2000JA003018

Revisit of relationship between geosynchronous relativistic electron enhancements and magnetic storms: STORMS AND ELECTRON ENHANCEMENTS AT GEO
journal, August 2015

  • Kim, Hee-Jeong; Lyons, Larry; Pinto, Victor
  • Geophysical Research Letters, Vol. 42, Issue 15
  • DOI: 10.1002/2015GL065192

The importance of storm time steady magnetospheric convection in determining the final relativistic electron flux level: SMC EFFECT ON RELATIVISTIC ELECTRON FLUX
journal, September 2014

  • Kissinger, Jennifer; Kepko, Larry; Baker, Daniel N.
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 9
  • DOI: 10.1002/2014JA019948

Rapid acceleration of electrons in the magnetosphere by fast-mode MHD waves
journal, July 2000

  • Summers, Danny; Ma, Chun-yu
  • Journal of Geophysical Research: Space Physics, Vol. 105, Issue A7
  • DOI: 10.1029/1999JA000408

Event-specific chorus wave and electron seed population models in DREAM3D using the Van Allen Probes: Tu et al.: Event-specific chorus and seed electrons
journal, March 2014

  • Tu, Weichao; Cunningham, G. S.; Chen, Y.
  • Geophysical Research Letters, Vol. 41, Issue 5
  • DOI: 10.1002/2013GL058819

Analysis of the effectiveness of ground-based VLF wave observations for predicting or nowcasting relativistic electron flux at geostationary orbit: Predicting Flux with VLF Waves
journal, March 2015

  • Simms, Laura E.; Engebretson, Mark J.; Smith, A. J.
  • Journal of Geophysical Research: Space Physics, Vol. 120, Issue 3
  • DOI: 10.1002/2014JA020337

The relation between geomagnetic pulsations and an increase in the fluxes of geosynchronous relativistic electrons during geomagnetic storms
journal, December 2010

  • Degtyarev, V. I.; Kharchenko, I. P.; Potapov, A. S.
  • Geomagnetism and Aeronomy, Vol. 50, Issue 7
  • DOI: 10.1134/S0016793210070108

Chorus acceleration of radiation belt relativistic electrons during March 2013 geomagnetic storm
journal, May 2014

  • Xiao, Fuliang; Yang, Chang; He, Zhaoguo
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 5
  • DOI: 10.1002/2014JA019822

Refilling of the slot region between the inner and outer electron radiation belts during geomagnetic storms: STORM-TIME REFILLING OF ELECTRON SLOT
journal, June 2007

  • Thorne, R. M.; Shprits, Y. Y.; Meredith, N. P.
  • Journal of Geophysical Research: Space Physics, Vol. 112, Issue A6
  • DOI: 10.1029/2006JA012176

The statistics of natural ELF/VLF waves derived from a long continuous set of ground-based observations at high latitude
journal, April 2010

  • Smith, A. J.; Horne, R. B.; Meredith, N. P.
  • Journal of Atmospheric and Solar-Terrestrial Physics, Vol. 72, Issue 5-6
  • DOI: 10.1016/j.jastp.2009.12.018

Can substorms produce relativistic outer belt electrons?
journal, April 2000

  • Kim, Hee-Jeong; Chan, Anthony A.; Wolf, R. A.
  • Journal of Geophysical Research: Space Physics, Vol. 105, Issue A4
  • DOI: 10.1029/1999JA900465

Three-dimensional diffusion simulation of outer radiation belt electrons during the 9 October 1990 magnetic storm: THREE-DIMENSIONAL DIFFUSION SIMULATION
journal, September 2009

  • Albert, Jay M.; Meredith, Nigel P.; Horne, Richard B.
  • Journal of Geophysical Research: Space Physics, Vol. 114, Issue A9
  • DOI: 10.1029/2009JA014336

Determining the key drivers of magnetospheric Pc5 wave power: DETERMINING THE DRIVERS OF ULF POWER
journal, October 2010

  • Simms, L. E.; Pilipenko, V. A.; Engebretson, M. J.
  • Journal of Geophysical Research: Space Physics, Vol. 115, Issue A10
  • DOI: 10.1029/2009JA015025

Quantification of relativistic electron microburst losses during the GEM storms
journal, January 2004


ULF wave derived radiation belt radial diffusion coefficients: ULF WAVE DIFFUSION COEFFICIENTS
journal, April 2012

  • Ozeke, Louis G.; Mann, Ian R.; Murphy, Kyle R.
  • Journal of Geophysical Research: Space Physics, Vol. 117, Issue A4
  • DOI: 10.1029/2011JA017463

Data-derived forecasting model for relativistic electron intensity at geosynchronous orbit: MEV ELECTRON FLUX FORECASTING
journal, May 2004

  • Ukhorskiy, A. Y.; Sitnov, M. I.; Sharma, A. S.
  • Geophysical Research Letters, Vol. 31, Issue 9
  • DOI: 10.1029/2004GL019616

A correlation between extended intervals of Ulf wave power and storm-time geosynchronous relativistic electron flux enhancements
journal, October 2000

  • Mathie, R. A.; Mann, I. R.
  • Geophysical Research Letters, Vol. 27, Issue 20
  • DOI: 10.1029/2000GL003822

Statistical relationships between satellite anomalies at geostationary orbit and high-energy particles
journal, January 2006


On the nature of ULF wave power during nightside auroral activations and substorms: 2. Temporal evolution: EVOLUTION OF ULF POWER DURING ONSET
journal, January 2011

  • Rae, I. J.; Murphy, K. R.; Watt, C. E. J.
  • Journal of Geophysical Research: Space Physics, Vol. 116, Issue A5
  • DOI: 10.1029/2010JA015762

Solar wind-magnetosphere coupling leading to relativistic electron energization during high-speed streams
journal, January 2005

  • Lyons, L. R.; Lee, D. -Y.; Thorne, R. M.
  • Journal of Geophysical Research, Vol. 110, Issue A11
  • DOI: 10.1029/2005JA011254

Long-term determination of energetic electron precipitation into the atmosphere from AARDDVARK subionospheric VLF observations
journal, March 2015

  • Neal, Jason J.; Rodger, Craig J.; Clilverd, Mark A.
  • Journal of Geophysical Research: Space Physics, Vol. 120, Issue 3
  • DOI: 10.1002/2014JA020689

Rapid local acceleration of relativistic radiation-belt electrons by magnetospheric chorus
journal, December 2013


Contribution of convective transport to stormtime ring current electron injection
journal, January 2003


Potential waves for relativistic electron scattering and stochastic acceleration during magnetic storms
journal, August 1998

  • Horne, Richard B.; Thorne, Richard M.
  • Geophysical Research Letters, Vol. 25, Issue 15
  • DOI: 10.1029/98GL01002

Ground observations of chorus following geomagnetic storms: GROUND OBSERVATIONS OF CHORUS
journal, February 2004

  • Smith, A. J.; Horne, R. B.; Meredith, N. P.
  • Journal of Geophysical Research: Space Physics, Vol. 109, Issue A2
  • DOI: 10.1029/2003JA010204

Evidence for chorus-driven electron acceleration to relativistic energies from a survey of geomagnetically disturbed periods
journal, January 2003


An empirical dynamic equation for energetic electrons at geosynchronous orbit
journal, January 2003


Main-phase creation of “seed” electrons in the outer radiation belt
journal, January 2000

  • Obara, T.; Nagatsuma, T.; Den, M.
  • Earth, Planets and Space, Vol. 52, Issue 1
  • DOI: 10.1186/BF03351612

Source and seed populations for relativistic electrons: Their roles in radiation belt changes
journal, September 2015

  • Jaynes, A. N.; Baker, D. N.; Singer, H. J.
  • Journal of Geophysical Research: Space Physics, Vol. 120, Issue 9
  • DOI: 10.1002/2015JA021234

Combined acceleration of electrons by whistler-mode and compressional ULF turbulences near the geosynchronous orbit
journal, January 2005


On the influence of solar wind conditions on the outer-electron radiation belt: SOLAR WIND AND OUTER-RADIATION BELT ELECTRONS
journal, May 2012

  • Kellerman, A. C.; Shprits, Y. Y.
  • Journal of Geophysical Research: Space Physics, Vol. 117, Issue A5
  • DOI: 10.1029/2011JA017253

Electron losses from the radiation belts caused by EMIC waves
journal, November 2014

  • Kersten, Tobias; Horne, Richard B.; Glauert, Sarah A.
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 11
  • DOI: 10.1002/2014JA020366

Energization of radiation belt electrons by ring current ion driven ULF waves: RADIATION BELT ENERGIZATION
journal, February 2008

  • Ozeke, L. G.; Mann, I. R.
  • Journal of Geophysical Research: Space Physics, Vol. 113, Issue A2
  • DOI: 10.1029/2007JA012468

Outer zone relativistic electron acceleration associated with substorm-enhanced whistler mode chorus
journal, January 2002


EMIC waves observed at geosynchronous orbit during solar minimum: Statistics and excitation: EMIC WAVES AT GEOSYNCHRONOUS ORBIT
journal, October 2011

  • Clausen, L. B. N.; Baker, J. B. H.; Ruohoniemi, J. M.
  • Journal of Geophysical Research: Space Physics, Vol. 116, Issue A10
  • DOI: 10.1029/2011JA016823

Relativistic electrons in the outer radiation belt: Differentiating between acceleration mechanisms
journal, January 2004


Differences in ground-observed chorus in geomagnetic storms with and without enhanced relativistic electron fluxes
journal, January 2004


In search of a new ULF wave index: Comparison of Pc5 power with dynamics of geostationary relativistic electrons
journal, April 2007

  • Kozyreva, O.; Pilipenko, V.; Engebretson, M. J.
  • Planetary and Space Science, Vol. 55, Issue 6
  • DOI: 10.1016/j.pss.2006.03.013

Van Allen probes, NOAA, GOES, and ground observations of an intense EMIC wave event extending over 12 h in magnetic local time: EMIC WAVES AND THE RADIATION BELTS
journal, July 2015

  • Engebretson, M. J.; Posch, J. L.; Wygant, J. R.
  • Journal of Geophysical Research: Space Physics, Vol. 120, Issue 7
  • DOI: 10.1002/2015JA021227

Fully adiabatic changes in storm time relativistic electron fluxes
journal, October 1997

  • Kim, Hee-Jeong; Chan, Anthony A.
  • Journal of Geophysical Research: Space Physics, Vol. 102, Issue A10
  • DOI: 10.1029/97JA01814

Timescale for radiation belt electron acceleration by whistler mode chorus waves
journal, January 2005


Diversion of plasma due to high pressure in the inner magnetosphere during steady magnetospheric convection: SMC FLUX DIVERSION DUE TO HIGH PRESSURE
journal, May 2012

  • Kissinger, J.; McPherron, R. L.; Hsu, T. -S.
  • Journal of Geophysical Research: Space Physics, Vol. 117, Issue A5
  • DOI: 10.1029/2012JA017579

A model for generating relativistic electrons in the Earth's inner magnetosphere based on gyroresonant wave-particle interactions
journal, February 2000

  • Summers, Danny; Ma, Chun-yu
  • Journal of Geophysical Research: Space Physics, Vol. 105, Issue A2
  • DOI: 10.1029/1999JA900444

Internal acceleration of relativistic electrons by large-amplitude ULF pulsations
journal, August 1999

  • Liu, W. W.; Rostoker, G.; Baker, D. N.
  • Journal of Geophysical Research: Space Physics, Vol. 104, Issue A8
  • DOI: 10.1029/1999JA900168

Statistical modeling of plasmaspheric hiss amplitude using solar wind measurements and geomagnetic indices: MODELING HISS WITH SOLAR WIND
journal, March 2012

  • Golden, D. I.; Spasojevic, M.; Li, W.
  • Geophysical Research Letters, Vol. 39, Issue 6
  • DOI: 10.1029/2012GL051185

Effect of geomagnetic disturbances and solar wind density on relativistic electrons at geostationary orbit: KP INDEX AND RELATIVISTIC ELECTRONS
journal, August 2008

  • Lyatsky, Wladislaw; Khazanov, George V.
  • Journal of Geophysical Research: Space Physics, Vol. 113, Issue A8
  • DOI: 10.1029/2008JA013048

An improved forecast system for relativistic electrons at geosynchronous orbit: AN IMPROVED ELECTRON FORECAST SYSTEM FOR GEO
journal, June 2011

  • Turner, D. L.; Li, X.; Burin des Roziers, E.
  • Space Weather, Vol. 9, Issue 6
  • DOI: 10.1029/2010SW000647

VELOX: a new VLF/ELF receiver in Antarctica for the Global Geospace Science mission
journal, April 1995


Disturbed space environment may have been related to pager satellite failure
journal, January 1998

  • Baker, D. N.; Allen, J. H.; Kanekal, S. G.
  • Eos, Transactions American Geophysical Union, Vol. 79, Issue 40
  • DOI: 10.1029/98EO00359

Using the NARMAX approach to model the evolution of energetic electrons fluxes at geostationary orbit: NARMAX MODELLING OF RADIATION BELT ELECTRON FLUXES
journal, September 2011

  • Balikhin, M. A.; Boynton, R. J.; Walker, S. N.
  • Geophysical Research Letters, Vol. 38, Issue 18
  • DOI: 10.1029/2011GL048980

Acceleration of relativistic electrons via drift-resonant interaction with toroidal-mode Pc-5 ULF oscillations
journal, November 1999

  • Elkington, Scot R.; Hudson, Mary K.; Chan, Anthony A.
  • Geophysical Research Letters, Vol. 26, Issue 21
  • DOI: 10.1029/1999GL003659

Multisatellite observations of the outer zone electron variation during the November 3–4, 1993, magnetic storm
journal, January 1997

  • Li, Xinlin; Baker, D. N.; Temerin, M.
  • Journal of Geophysical Research: Space Physics, Vol. 102, Issue A7
  • DOI: 10.1029/97JA01101

Coronal mass ejections, magnetic clouds, and relativistic magnetospheric electron events: ISTP
journal, August 1998

  • Baker, D. N.; Pulkkinen, T. I.; Li, X.
  • Journal of Geophysical Research: Space Physics, Vol. 103, Issue A8
  • DOI: 10.1029/97JA03329

Behavior of MeV electrons at geosynchronous orbit during last two solar cycles: MEV ELECTRONS AT GEOSYNCHRONOUS ORBIT
journal, November 2011

  • Li, X.; Temerin, M.; Baker, D. N.
  • Journal of Geophysical Research: Space Physics, Vol. 116, Issue A11
  • DOI: 10.1029/2011JA016934

Prediction of relativistic electron flux at geostationary orbit following storms: Multiple regression analysis
journal, September 2014

  • Simms, Laura E.; Pilipenko, Viacheslav; Engebretson, Mark J.
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 9
  • DOI: 10.1002/2014JA019955

Relativistic electron precipitation by EMIC waves from self-consistent global simulations: EMIC WAVES AND RELATIVISTIC ELECTRONS
journal, March 2008

  • Jordanova, V. K.; Albert, J.; Miyoshi, Y.
  • Journal of Geophysical Research: Space Physics, Vol. 113, Issue A3
  • DOI: 10.1029/2008JA013239

Prediction of MeV electron fluxes throughout the outer radiation belt using multivariate autoregressive models
journal, December 2015

  • Sakaguchi, Kaori; Nagatsuma, Tsutomu; Reeves, Geoffrey D.
  • Space Weather, Vol. 13, Issue 12
  • DOI: 10.1002/2015SW001254

Observations and modeling of energetic electron dynamics during the October 2001 storm
journal, January 2006

  • Miyoshi, Y. S.; Jordanova, V. K.; Morioka, A.
  • Journal of Geophysical Research, Vol. 111, Issue A11
  • DOI: 10.1029/2005JA011351

Timescale for MeV electron microburst loss during geomagnetic storms: TIMESCALE FOR MICROBURST LOSS
journal, September 2005

  • Thorne, R. M.; O'Brien, T. P.; Shprits, Y. Y.
  • Journal of Geophysical Research: Space Physics, Vol. 110, Issue A9
  • DOI: 10.1029/2004JA010882

Solar, interplanetary, and magnetospheric parameters for the radiation belt energetic electron flux: REVIEW
journal, April 2005

  • Vassiliadis, D.; Fung, S. F.; Klimas, A. J.
  • Journal of Geophysical Research: Space Physics, Vol. 110, Issue A4
  • DOI: 10.1029/2004JA010443

Deep dielectric charging effects due to high-energy electrons in earth's outer magnetosphere
journal, October 1987


Qualitative estimation of magnetic storm efficiency in producing relativistic electron flux in the Earth’s outer radiation belt using geomagnetic pulsations data
journal, March 2009

  • Degtyarev, V. I.; Kharchenko, I. P.; Potapov, A. S.
  • Advances in Space Research, Vol. 43, Issue 5
  • DOI: 10.1016/j.asr.2008.07.004

Relativistic electron microbursts associated with whistler chorus rising tone elements: GEMSIS-RBW simulations: BRIEF REPORT
journal, October 2012

  • Saito, S.; Miyoshi, Y.; Seki, K.
  • Journal of Geophysical Research: Space Physics, Vol. 117, Issue A10
  • DOI: 10.1029/2012JA018020

Statistical analysis of relativistic electron energies for cyclotron resonance with EMIC waves observed on CRRES
journal, January 2003


Acceleration and loss of relativistic electrons during geomagnetic storms: ACCELERATION AND LOSS OF RELATIVISTIC ELECTRONS
journal, May 2003

  • Reeves, G. D.; McAdams, K. L.; Friedel, R. H. W.
  • Geophysical Research Letters, Vol. 30, Issue 10
  • DOI: 10.1029/2002GL016513

Precipitation of radiation belt electrons by EMIC waves, observed from ground and space
journal, January 2008

  • Miyoshi, Y.; Sakaguchi, K.; Shiokawa, K.
  • Geophysical Research Letters, Vol. 35, Issue 23
  • DOI: 10.1029/2008GL035727

Dynamics of the Earth's Radiation Belts and Inner Magnetosphere
book, January 2012

  • Summers, Danny; Mann, Ian R.; Baker, Daniel N.
  • Geophysical Monograph Series
  • DOI: 10.1029/GM199

Intense duskside lower band chorus waves observed by Van Allen Probes: Generation and potential acceleration effect on radiation belt electrons
journal, June 2014

  • Su, Zhenpeng; Zhu, Hui; Xiao, Fuliang
  • Journal of Geophysical Research: Space Physics, Vol. 119, Issue 6
  • DOI: 10.1002/2014JA019919

Works referencing / citing this record:

Quality of Prediction of Daily Relativistic Electrons Flux at Geostationary Orbit by Machine Learning Methods
book, September 2019

  • Myagkova, Irina; Efitorov, Alexander; Shiroky, Vladimir
  • Artificial Neural Networks and Machine Learning – ICANN 2019: Text and Time Series: 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part IV, p. 556-565
  • DOI: 10.1007/978-3-030-30490-4_45

Space Weather Effects in the Earth’s Radiation Belts
journal, December 2017


Space Weather Effects in the Earth’s Radiation Belts
book, January 2017