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A novel solar flare forecast model with deep convolution neural network and one-against-rest approach 期刊论文
ADVANCES IN SPACE RESEARCH, 2024, 卷号: 74, 期号: 7, 页码: 3467-3480
作者:  Zhang, Shunhuang;  Zheng, Yanfang;  Li, Xuebao;  Ye, Hongwei;  Dong L(董亮);  Huang, Xusheng;  Yan, Pengchao;  Li, Xuefeng;  Wei, Jinfang;  Xiang, Changtian;  Wang, Xiaotian;  Pan, Yexin
Adobe PDF(2495Kb)  |  收藏  |  浏览/下载:198/0  |  提交时间:2024/09/18
Active regions  Magnetic fields  Solar flare prediction  Deep learning  
A real-time solar flare forecasting system with deep learning methods 期刊论文
ASTROPHYSICS AND SPACE SCIENCE, 2024, 卷号: 369, 期号: 10
作者:  Yan, Pengchao;  Li, Xuebao;  Zheng, Yanfang;  Dong L(董亮);  Yan, Shuainan;  Zhang, Shunhuang;  Ye, Hongwei;  Li, Xuefeng;  Lü, Yongshang;  Ling, Yi;  Huang, Xusheng;  Pan, Yexin
Adobe PDF(2098Kb)  |  收藏  |  浏览/下载:51/0  |  提交时间:2024/11/11
The sun (1693)  Solar flares (1496)  Astronomy image processing (2306)  Convolutional neural networks (1938)  
Analysis of the main factors affecting the performance of multi-classification forecast model for solar flares 期刊论文
ASTROPHYSICS AND SPACE SCIENCE, 2024, 卷号: 369, 期号: 8
作者:  Xiang, Changtian;  Zheng, Yanfang;  Li, Xuebao;  Wei, Jinfang;  Yan, Pengchao;  Si, Yingzhen;  Huang, Xusheng;  Dong L(董亮);  Yan, Shuainan;  Lou, Hengrui;  Ye, Hongwei;  Li, Xuefeng;  Zhang, Shunhuang;  Pan, Yexin;  Wu, Huiwen
Adobe PDF(1340Kb)  |  收藏  |  浏览/下载:133/0  |  提交时间:2024/09/09
Methods: data analysis  Techniques: image processing  Sun: activity  Sun: flares  Sun: magnetic fields  
The influence of magnetic field parameters and time step on deep learning models of solar flare prediction 期刊论文
ASTROPHYSICS AND SPACE SCIENCE, 2024, 卷号: 369, 期号: 5
作者:  Wei, Jinfang;  Zheng, Yanfang;  Li, Xuebao;  Xiang, Changtian;  Yan, Pengchao;  Huang, Xusheng;  Dong L(董亮);  Lou, Hengrui;  Yan, Shuainan;  Ye, Hongwei;  Li, Xuefeng;  Zhang, Shunhuang;  Pan, Yexin;  Wu, Huiwen
Adobe PDF(2500Kb)  |  收藏  |  浏览/下载:147/1  |  提交时间:2024/05/27
Methods: data analysis  Techniques: image processing  Sun: activity  Sun: flares  Sun: magnetic fields  
基于BiLSTM-Attention的F10.7指数预测模型与中国自主数据集的应用 期刊论文
空间科学学报/Chinese Journal of Space Science, 2024, 卷号: 44, 期号: 02, 页码: 251-261
作者:  闫帅楠;  李雪宝;  董亮;  黄文耿;  王晶;  闫鹏朝;  娄恒瑞;  黄徐胜;  李哲;  郑艳芳
Adobe PDF(1745Kb)  |  收藏  |  浏览/下载:137/0  |  提交时间:2024/06/03
F10.7预报  双向长短时记忆网络  注意力机制  L&S数据集  
A novel short-term radio flux trend prediction model based on deep learning 期刊论文
ASTROPHYSICS AND SPACE SCIENCE, 2023, 卷号: 368, 期号: 10
作者:  Zheng, Yanfang;  Ling, Yi;  Li, Xuebao;  Qin, Weishu;  Dong L(董亮);  Huang, Xusheng;  Li, Xuefeng;  Yan, Pengchao;  Yan, Shuainan;  Lou, Hengrui;  Ye, Hongwei
Adobe PDF(1385Kb)  |  收藏  |  浏览/下载:146/1  |  提交时间:2024/03/29
Sun  Solar activity  Solar radio flux