太阳成像数据分析:挑战与机遇的选择性综述
Solar Imaging Data Analytics: A Selective Overview of Challenges and Opportunities
AI总结:
本文综述了太阳成像数据驱动方法在太阳爆发预测中的挑战与机遇,梳理了可用数据、软件和前沿预报模型,并从统计建模与计算角度提出未来研究方向。
摘要:
我们对太阳成像数据进行了简要介绍,重点关注数据驱动方法在太阳爆发研究中的挑战与机遇。文中介绍了可能受益于统计方法的各类太阳现象预测问题,描述了可用的数据产品和软件,并对采用数据驱动方法的最先进太阳爆发预报模型进行了总结和讨论。基于数据集的特点和现有最先进方法,我们从统计建模和计算的角度指出了若干值得探索的有前景方向。
英文摘要:
We give a gentle introduction to solar imaging data, focusing on the challenges and opportunities of data-driven approaches for solar eruptions. The various solar phenomenon prediction problems that might benefit from statistical methods are presented. Available data products and software are described. State-of-the-art solar eruption forecasting models with data-driven approaches are summarized and discussed. Based on the characteristics of the datasets and state-of-the-art approaches, we point out several promising directions to explore from statistical modeling and computational perspectives.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。