Using the radial basis function neural network to predict ionospheric critical frequency of F(2) layer over Wuhan
文献类型：期刊论文
| 作者 | Liu, Dan-Dan1; Yu, Tao1,2; Wang, Jing-Song1; Huang, Cong1; Wan, Wei-Xing2 |
| 刊名 | ADVANCES IN SPACE RESEARCH
 |
| 出版日期 | 2009-06-02 |
| 卷号 | 43期号:11页码:1780-1785 |
| 关键词 | Ionosphere critical frequency Radial basis function neural network Ionospheric prediction |
| ISSN号 | 0273-1177 |
| DOI | 10.1016/j.asr.2008.05.015 |
| 文献子类 | Article |
| 英文摘要 | Neural networks (NNs) have been applied to ionospheric predictions recently. This paper uses radial basis function neural network (RBF-NN) to forecast hourly values of the ionospheric F(2) layer critical frequency(f(o)F(2)), over Wuhan (30.5N, 114.3E), China. The false nearest neighbor method is used to determine the embedding dimension, and the principal component analysis (PCA) is used to reduce noise and dimension. The whole study is based on a sample of about 26,000 observations of f(o)F(2) with 1-h time resolution, derived during the period from January 1981 to December 1983. The performance of RBF-NN is estimated by calculating the normalized root-mean-squared (NRMSE) error, and its results show that short-term predictions of f(o)F(2) are improved. (c) 2009 Published by Elsevier Ltd on behalf of COSPAR. |
| WOS关键词 | SHORT-TERM PREDICTION ; FOF2 ; F(O)F(2) |
| WOS研究方向 | Astronomy & Astrophysics ; Geology ; Meteorology & Atmospheric Sciences |
| 语种 | 英语 |
| WOS记录号 | WOS:000266848400026 |
| 出版者 | ELSEVIER SCI LTD |
| 源URL | [http://ir.iggcas.ac.cn/handle/132A11/70688]  |
| 专题 | 中国科学院地质与地球物理研究所 |
| 通讯作者 | Yu, Tao |
| 作者单位 | 1.CMA, Natl Ctr Spaceweather, Beijing 100081, Peoples R China 2.CAS, Inst Geol & Geophys, Beijing 100029, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Dan-Dan,Yu, Tao,Wang, Jing-Song,et al. Using the radial basis function neural network to predict ionospheric critical frequency of F(2) layer over Wuhan[J]. ADVANCES IN SPACE RESEARCH,2009,43(11):1780-1785. |
| APA | Liu, Dan-Dan,Yu, Tao,Wang, Jing-Song,Huang, Cong,&Wan, Wei-Xing.(2009).Using the radial basis function neural network to predict ionospheric critical frequency of F(2) layer over Wuhan.ADVANCES IN SPACE RESEARCH,43(11),1780-1785. |
| MLA | Liu, Dan-Dan,et al."Using the radial basis function neural network to predict ionospheric critical frequency of F(2) layer over Wuhan".ADVANCES IN SPACE RESEARCH 43.11(2009):1780-1785. |
入库方式： OAI收割
来源：地质与地球物理研究所
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