Predicting Arrival Times of the CCMC CME/Shock Events Based on the SPM3 Model

Yidan Liang, 一丹 梁, Xinhua Zhao, 新华 赵, Nanbin Xiang, 南彬 向, Shiwei Feng, 士伟 冯, Fuyu Li, 富羽 李, Linhua Deng, 林华 邓, Miao Wan, 苗 万, Ran Li and 冉 李
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Abstract

Coronal mass ejection (CME) is a powerful solar phenomenon that can lead to severe space weather events. Forecasting whether and when the corresponding interplanetary coronal mass ejection (ICME) will reach the Earth is very important in space weather study and forecast. At present, many different kinds of models use the near-Sun CME observations as model inputs to predict its propagation with similar prediction accuracies for large sample events. Among a series of physics-based models, the best-performing version of the shock propagation model (SPM) for large sample events, i.e., SPM3, had achieved a good forecast effect for the 23rd Solar Cycle events (1997.02–2006.12). To further evaluate SPM3, we collected CME events from 2013 January to 2023 July from the Community Coordinated Modeling Center (CCMC) CME scoreboard as a new data set. SPM3 achieved a total prediction success rate of 57% for these new events with a mean absolute error of 8.93 hr and a rms error of 10.86 hr for the shock's arrival time. Interestingly, SPM3 provided better predictions for the CME/shock events during high solar activity years than low solar activity years. We also analyzed the influence of input parameters on CME propagation and found that the larger the angular width of the CME event, the higher the probability of the corresponding IP shock's reaching the Earth. Source latitude had little effect on the arrival probability of the corresponding shock, while source longitude did. The CMEs originating from around W15° had the largest probability of hitting the Earth.
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基于 SPM3 模型预测 CCMC CME/冲击事件的到达时间
日冕物质抛射(CME)是一种强大的太阳现象,可导致严重的空间天气事件。预测相应的行星际日冕物质抛射(ICME)是否会到达地球以及何时到达地球,在空间天气研究和预报中非常重要。目前,许多不同类型的模型利用近太阳日冕物质抛射观测数据作为模型输入来预测其传播,对大样本事件的预测精度相近。在一系列基于物理学的模型中,针对大样本事件的冲击传播模型(SPM)的最佳版本,即 SPM3,对第 23 个太阳周期事件(1997.02-2006.12)取得了良好的预报效果。为了进一步评估SPM3,我们从社区协调建模中心(CCMC)的CME记分牌中收集了2013年1月至2023年7月的CME事件作为新的数据集。SPM3 对这些新事件的总预测成功率为 57%,平均绝对误差为 8.93 小时,冲击到达时间的均方根误差为 10.86 小时。有趣的是,与低太阳活动年相比,SPM3 对高太阳活动年的 CME/冲击事件提供了更好的预测。我们还分析了输入参数对 CME 传播的影响,发现 CME 事件的角宽度越大,相应的 IP 冲击到达地球的概率就越高。源纬度对相应冲击到达地球的概率影响不大,而源经度则有影响。源自 W15°附近的 CME 撞击地球的概率最大。
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