Ensemble empirical mode decomposition applied to long-term solar time series analysis | |
An, Jianmei1; Cai YF(蔡云芳)2; Qi, Yi1; Wang, Xianping1; Zuo, Yongyan1 | |
会议录名称 | Proceedings of SPIE - Third International Workshop on Pattern Recognition |
2018 | |
卷号 | 10828 |
DOI | 10.1117/12.2502101 |
会议录编者/会议主办者 | Jiang, X; Chen, Z; Chen, G |
产权排序 | 第2完成单位 |
收录类别 | EI ; CPCI |
会议名称 | 3rd International Workshop on Pattern Recognition, IWPR 2018 |
会议日期 | 2018-05-26 |
会议地点 | Jinan, China |
会议赞助商 | Univ Jinan; Hainan Univ; Shandong Univ; Ocean Univ China |
关键词 | Time-frequency Analysis Empirical Mode Decomposition Statistical Analysis Technique Solar Activity |
摘要 | olar time series manifests nonlinear and non-stationary behaviors, and perhaps multi-modal dynamical processes operating in solar magnetic indicators. In the present work, the novel ensemble empirical mode decomposition (EEMD) is applied to study the monthly distribution of sunspot areas produced by the extended time series of solar activity indices (ESAI) database in the time interval from 1821 January to 1989 December. It is established that the quasi-periodic variations of monthly sunspot areas consist of at least three well-defined dynamical components: one is the short-term variations which are obviously smaller than one year, the second one is the mid-term variations with periodic scales varying from 1 year to 15 years, and the last component is the periodic variation with periodicities larger than 15 years. The analysis results indicate the EEMD technique is an advanced tool for analyzing the weakly nonlinear and non-stationary dynamical behaviors of solar magnetic activity cycle. |
资助项目 | N/A |
项目资助者 | N/A |
语种 | 英语 |
学科领域 | 太阳与太阳系 |
文章类型 | Proceedings Paper |
出版者 | SPIE-INT SOC OPTICAL ENGINEERING |
出版地 | 1000 20TH ST, PO BOX 10, BELLINGHAM, WA 98227-0010 USA |
ISBN号 | 978-1-5106-2269-2 |
ISSN号 | 0277-786X |
URL | 查看原文 |
WOS记录号 | WOS:000453607800044 |
WOS研究方向 | Optics ; Imaging Science & Photographic Technology |
WOS类目 | Optics ; Imaging Science & Photographic Technology |
关键词[WOS] | Wavelet Transform ; Phase Asynchrony ; Polar Faculae ; Periodicities ; Index |
EI入藏号 | 20183505762783 |
EI主题词 | Time Series Analysis |
EI分类号 | 657.1solar Energy And Phenomena ; 922.2mathematical Statistics |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.ynao.ac.cn/handle/114a53/17394 |
专题 | 抚仙湖太阳观测和研究基地 |
通讯作者 | Qi, Yi |
作者单位 | 1.School of Software Engineering, Chongqing University of Arts and Sciences, Chongqing, 402160, China 2.Yunnan Observatories, Chinese Academy of Sciences, Kunming, 650216, China |
推荐引用方式 GB/T 7714 | An, Jianmei,Cai YF,Qi, Yi,et al. Ensemble empirical mode decomposition applied to long-term solar time series analysis[C]//Jiang, X; Chen, Z; Chen, G. 1000 20TH ST, PO BOX 10, BELLINGHAM, WA 98227-0010 USA:SPIE-INT SOC OPTICAL ENGINEERING,2018. |
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