Full-Disk Solar Flare Forecasting Model Based on Data Mining Method

IF 1.6 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Advances in Astronomy Pub Date : 2019-08-01 DOI:10.1155/2019/5190353
Rong Li, Yong Du
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引用次数: 0

Abstract

Solar flare is one of the violent solar eruptive phenomena; many solar flare forecasting models are built based on the properties of active regions. However, most of these models only focus on active regions within 30° of solar disk center because of the projection effect. Using cost sensitive decision tree algorithm, we build two solar flare forecasting models from the active regions within 30° of solar disk center and outside 30° of solar disk center, respectively. The performances of these two models are compared and analyzed. Merging these two models into a single one, we obtain a full-disk solar flare forecasting model.
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基于数据挖掘方法的全盘太阳耀斑预测模型
太阳耀斑是一种剧烈的太阳爆发现象;许多太阳耀斑预报模型都是基于活动区的性质建立的。然而,由于投影效应的影响,这些模式大多只关注太阳盘中心30°以内的活动区域。利用成本敏感决策树算法,分别从太阳中心30°以内和30°以外的活动区建立了两个太阳耀斑预测模型。对两种模型的性能进行了比较和分析。将这两个模型合并为一个模型,得到了一个全盘太阳耀斑预报模型。
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来源期刊
Advances in Astronomy
Advances in Astronomy ASTRONOMY & ASTROPHYSICS-
CiteScore
2.70
自引率
7.10%
发文量
10
审稿时长
22 weeks
期刊介绍: Advances in Astronomy publishes articles in all areas of astronomy, astrophysics, and cosmology. The journal accepts both observational and theoretical investigations into celestial objects and the wider universe, as well as the reports of new methods and instrumentation for their study.
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