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MAG4 versus alternative techniques for forecasting active region flare productivity

MAG4 is a technique of forecasting an active region's rate of production of major flares in the coming few days from a free magnetic energy proxy. We present a statistical method of measuring the difference in performance between MAG4 and comparable alternative techniques that forecast an activ...

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Autores principales: Falconer, David A, Moore, Ronald L, Barghouty, Abdulnasser F, Khazanov, Igor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BlackWell Publishing Ltd 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4508933/
https://www.ncbi.nlm.nih.gov/pubmed/26213517
http://dx.doi.org/10.1002/2013SW001024
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author Falconer, David A
Moore, Ronald L
Barghouty, Abdulnasser F
Khazanov, Igor
author_facet Falconer, David A
Moore, Ronald L
Barghouty, Abdulnasser F
Khazanov, Igor
author_sort Falconer, David A
collection PubMed
description MAG4 is a technique of forecasting an active region's rate of production of major flares in the coming few days from a free magnetic energy proxy. We present a statistical method of measuring the difference in performance between MAG4 and comparable alternative techniques that forecast an active region's major-flare productivity from alternative observed aspects of the active region. We demonstrate the method by measuring the difference in performance between the “Present MAG4” technique and each of three alternative techniques, called “McIntosh Active-Region Class,” “Total Magnetic Flux,” and “Next MAG4.” We do this by using (1) the MAG4 database of magnetograms and major flare histories of sunspot active regions, (2) the NOAA table of the major-flare productivity of each of 60 McIntosh active-region classes of sunspot active regions, and (3) five technique performance metrics (Heidke Skill Score, True Skill Score, Percent Correct, Probability of Detection, and False Alarm Rate) evaluated from 2000 random two-by-two contingency tables obtained from the databases. We find that (1) Present MAG4 far outperforms both McIntosh Active-Region Class and Total Magnetic Flux, (2) Next MAG4 significantly outperforms Present MAG4, (3) the performance of Next MAG4 is insensitive to the forward and backward temporal windows used, in the range of one to a few days, and (4) forecasting from the free-energy proxy in combination with either any broad category of McIntosh active-region classes or any Mount Wilson active-region class gives no significant performance improvement over forecasting from the free-energy proxy alone (Present MAG4). KEY POINTS: Quantitative comparison of performance of pairs of forecasting techniques . Next MAG4 forecasts major flares more accurately than Present MAG4 . Present MAG4 forecast outperforms McIntosh AR Class and total magnetic flux .
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spelling pubmed-45089332015-07-24 MAG4 versus alternative techniques for forecasting active region flare productivity Falconer, David A Moore, Ronald L Barghouty, Abdulnasser F Khazanov, Igor Space Weather Research Articles MAG4 is a technique of forecasting an active region's rate of production of major flares in the coming few days from a free magnetic energy proxy. We present a statistical method of measuring the difference in performance between MAG4 and comparable alternative techniques that forecast an active region's major-flare productivity from alternative observed aspects of the active region. We demonstrate the method by measuring the difference in performance between the “Present MAG4” technique and each of three alternative techniques, called “McIntosh Active-Region Class,” “Total Magnetic Flux,” and “Next MAG4.” We do this by using (1) the MAG4 database of magnetograms and major flare histories of sunspot active regions, (2) the NOAA table of the major-flare productivity of each of 60 McIntosh active-region classes of sunspot active regions, and (3) five technique performance metrics (Heidke Skill Score, True Skill Score, Percent Correct, Probability of Detection, and False Alarm Rate) evaluated from 2000 random two-by-two contingency tables obtained from the databases. We find that (1) Present MAG4 far outperforms both McIntosh Active-Region Class and Total Magnetic Flux, (2) Next MAG4 significantly outperforms Present MAG4, (3) the performance of Next MAG4 is insensitive to the forward and backward temporal windows used, in the range of one to a few days, and (4) forecasting from the free-energy proxy in combination with either any broad category of McIntosh active-region classes or any Mount Wilson active-region class gives no significant performance improvement over forecasting from the free-energy proxy alone (Present MAG4). KEY POINTS: Quantitative comparison of performance of pairs of forecasting techniques . Next MAG4 forecasts major flares more accurately than Present MAG4 . Present MAG4 forecast outperforms McIntosh AR Class and total magnetic flux . BlackWell Publishing Ltd 2014-05 2014-05-05 /pmc/articles/PMC4508933/ /pubmed/26213517 http://dx.doi.org/10.1002/2013SW001024 Text en ©2014. The Authors. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.
spellingShingle Research Articles
Falconer, David A
Moore, Ronald L
Barghouty, Abdulnasser F
Khazanov, Igor
MAG4 versus alternative techniques for forecasting active region flare productivity
title MAG4 versus alternative techniques for forecasting active region flare productivity
title_full MAG4 versus alternative techniques for forecasting active region flare productivity
title_fullStr MAG4 versus alternative techniques for forecasting active region flare productivity
title_full_unstemmed MAG4 versus alternative techniques for forecasting active region flare productivity
title_short MAG4 versus alternative techniques for forecasting active region flare productivity
title_sort mag4 versus alternative techniques for forecasting active region flare productivity
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4508933/
https://www.ncbi.nlm.nih.gov/pubmed/26213517
http://dx.doi.org/10.1002/2013SW001024
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