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Forecasting solar cycles using the time-series dense encoder deep learning model

Cui Zhao Shangbin Yang Jianguo Liu Shiyuan Liu

Astronomical Techniques and Instruments2026，Vol.3Issue(1)：P.43-54,12.

Astronomical Techniques and Instruments2026，Vol.3Issue(1)：P.43-54,12.DOI:10.3724/ati2025052

Forecasting solar cycles using the time-series dense encoder deep learning model

Cui Zhao ¹Shangbin Yang ²Jianguo Liu ¹Shiyuan Liu¹

作者信息

1. College of Applied Science and Technology,Beijing Union University,Beijing 102200,China
2. State Key Laboratory of Solar Activity and Space Weather,National Astronomical Observatories,Chinese Academy of Sciences,Beijing 100101,China University of Chinese Academy of Sciences,Beijing 100049,China
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摘要

关键词

Solar cycle/Forecasting/TiDE/Deep learning

分类

天文与地球科学

引用本文复制引用

Cui Zhao,Shangbin Yang,Jianguo Liu,Shiyuan Liu..Forecasting solar cycles using the time-series dense encoder deep learning model[J].Astronomical Techniques and Instruments,2026,3(1):P.43-54,12.

基金项目

supported by the Academic Research Projects of Beijing Union University(ZK20202204) （ZK20202204）

the National Natural Science Foundation of China(12250005,12073040,12273059,11973056,12003051,11573037,12073041,11427901,11572005,11611530679 and 12473052) （12250005,12073040,12273059,11973056,12003051,11573037,12073041,11427901,11572005,11611530679 and 12473052）

the Strategic Priority Research Program of the China Academy of Sciences(XDB0560000,XDA15052200,XDB09040200,XDA15010700,XDB0560301,and XDA15320102) （XDB0560000,XDA15052200,XDB09040200,XDA15010700,XDB0560301,and XDA15320102）

the Chinese Meridian Project(CMP). （CMP）

Astronomical Techniques and Instruments

ISSN：2097-3675

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