A Comparison of Flare Forecasting Methods. III. Systematic Behaviors of Operational Solar Flare Forecasting Systems

被引:43
|
作者
Leka, K. D. [1 ,2 ]
Park, Sung-Hong [1 ]
Kusano, Kanya [1 ]
Andries, Jesse [3 ]
Barnes, Graham [2 ]
Bingham, Suzy [4 ]
Bloomfield, D. Shaun [5 ]
McCloskey, Aoife E. [6 ]
Delouille, Veronique [3 ]
Falconer, David [7 ]
Gallagher, Peter T. [8 ]
Georgoulis, Manolis K. [9 ,10 ]
Kubo, Yuki [11 ]
Lee, Kangjin [12 ,13 ]
Lee, Sangwoo [14 ]
Lobzin, Vasily [15 ]
Mun, JunChul [16 ]
Murray, Sophie A. [6 ,8 ]
Nageem, Tarek A. M. Hamad [17 ]
Qahwaji, Rami [17 ]
Sharpe, Michael [4 ]
Steenburgh, Robert A. [18 ]
Steward, Graham [15 ]
Terkildsen, Michael [15 ]
机构
[1] Nagoya Univ, Inst Space Earth Environm Res, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, Japan
[2] NorthWest Res Associates, 3380 Mitchell Lane, Boulder, CO 80301 USA
[3] STCE Royal Observ Belgium, Ave Circulaire 3, B-1180 Brussels, Belgium
[4] Met Off, FitzRoy Rd, Exeter EX1 3PB, Devon, England
[5] Northumbria Univ, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, England
[6] Trinity Coll Dublin, Sch Phys, Dublin 2, Ireland
[7] NASA, NSSTC, Mail Code ST13,320 Sparkman Dr, Huntsville, AL 35805 USA
[8] Dublin Inst Adv Studies, Sch Cosm Phys, 31 Fitzwilliam Pl, Dublin D02 XF86, Ireland
[9] Georgia State Univ, Dept Phys & Astron, 1 Pk Pl,Rm 715, Atlanta, GA 30303 USA
[10] Acad Athens, 4 Soranou Efesiou St, Athens 11527, Greece
[11] Natl Inst Informat & Commun Technol, 4-2-1 Nukuikita, Koganei, Tokyo 1848795, Japan
[12] Elect & Telecommun Res Inst, Meteorol Satellite Ground Segment Dev Ctr, 218 Gajeong Ro, Daejeon 34129, South Korea
[13] Kyung Hee Univ, 1732 Deogyeong Daero, Yongin 17104, South Korea
[14] SELab Inc, 150-8 Nonhyeon Ro, Seoul 06049, South Korea
[15] Bur Meteorol, Space Weather Serv, POB 1386, Haymarket, NSW 1240, Australia
[16] Korean Space Weather Ctr, 198-6 Gwideok Ro, Hall Eup 63025, Jeju Si, South Korea
[17] Univ Bradford, Bradford West BD7 1DP, Yorks, England
[18] NOAA, Natl Weather Serv Natl Ctr Environm Predict, Space Weather Predict Ctr, W-NP9 325 Broadway, Boulder, CO 80305 USA
来源
ASTROPHYSICAL JOURNAL | 2019年 / 881卷 / 02期
关键词
methods: statistical; methods: data analysis; Sun: magnetic fields; Sun: flares; Sun: activity; MAGNETIC HELICITY INJECTION; CLASSIFICATION; VERIFICATION; REGIONS;
D O I
10.3847/1538-4357/ab2e11
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
A workshop was recently held at Nagoya University (2017 October 31-November 2), sponsored by the Center for International Collaborative Research, at the Institute for Space-Earth Environmental Research, Nagoya University, Japan, to quantitatively compare the performance of today's operational solar flare forecasting facilities. Building upon Paper I of this series, in Paper II we described the participating methods for this latest comparison effort, the evaluation methodology, and presented quantitative comparisons. In this paper, we focus on the behavior and performance of the methods when evaluated in the context of broad implementation differences. Acknowledging the short testing interval available and the small number of methods available, we do find that forecast performance: (1) appears to improve by including persistence or prior flare activity, region evolution, and a human "forecaster in the loop"; (2) is hurt by restricting data to disk-center observations; (3) may benefit from long-term statistics but mostly when then combined with modern data sources and statistical approaches. These trends are arguably weak and must be viewed with numerous caveats, as discussed both here and in Paper II. Following this present work, in Paper IV (Park et al. 2019) we will present a novel analysis method to evaluate temporal patterns of forecasting errors of both types (i.e., misses and false alarms). Hence, most importantly, with this series of papers, we demonstrate the techniques for facilitating comparisons in the interest of establishing performance-positive methodologies.
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页数:13
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