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Comparative analysis of empirical and deep learning models for ionospheric sporadic E layer prediction

BingKun Yu PengHao Tian XiangHui Xue Christopher JScott HaiLun Ye JianFei Wu Wen Yi TingDi Chen XianKang Dou

Earth and Planetary Physics2025，Vol.9Issue(1)：P.10-19,10.

Earth and Planetary Physics2025，Vol.9Issue(1)：P.10-19,10.DOI:10.26464/epp2024048

Comparative analysis of empirical and deep learning models for ionospheric sporadic E layer prediction

BingKun Yu ¹PengHao Tian ²XiangHui Xue ³Christopher JScott ⁴HaiLun Ye ²JianFei Wu ³Wen Yi ²TingDi Chen ³XianKang Dou⁵

作者信息

1. Institute of Deep Space Sciences,Deep Space Exploration Laboratory,Hefei 230088,China
2. CAS Key Laboratory of Geospace Environment,School of Earth and Space Sciences,University of Science and Technology of China,Hefei 230026,China
3. CAS Key Laboratory of Geospace Environment,School of Earth and Space Sciences,University of Science and Technology of China,Hefei 230026,China Hefei National Laboratory,University of Science and Technology of China,Hefei 230088,China
4. Department of Meteorology,University of Reading,Reading RG66BB,UK
5. Hefei National Laboratory,University of Science and Technology of China,Hefei 230088,China
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摘要

关键词

ionospheric sporadic E layer/radio occultation/ionosondes/numerical model/deep learning model/artificial intelligence

分类

天文与地球科学

引用本文复制引用

BingKun Yu,PengHao Tian,XiangHui Xue,Christopher JScott,HaiLun Ye,JianFei Wu,Wen Yi,TingDi Chen,XianKang Dou..Comparative analysis of empirical and deep learning models for ionospheric sporadic E layer prediction[J].Earth and Planetary Physics,2025,9(1):P.10-19,10.

基金项目

supported by the Project of Stable Support for Youth Team in Basic Research Field,CAS(grant No.YSBR-018) （grant No.YSBR-018）

the National Natural Science Foundation of China(grant Nos.42188101,42130204) （grant Nos.42188101,42130204）

the B-type Strategic Priority Program of CAS(grant no.XDB41000000) （grant no.XDB41000000）

the National Natural Science Foundation of China(NSFC)Distinguished Overseas Young Talents Program,Innovation Program for Quantum Science and Technology(2021ZD0300301) （NSFC）

the Open Research Project of Large Research Infrastructures of CAS-“Study on the interaction between low/mid-latitude atmosphere and ionosphere based on the Chinese Meridian Project”.The project was supported also by the National Key Laboratory of Deep Space Exploration(Grant No.NKLDSE2023A002) （Grant No.NKLDSE2023A002）

the Open Fund of Anhui Provincial Key Laboratory of Intelligent Underground Detection(Grant No.APKLIUD23KF01) （Grant No.APKLIUD23KF01）

the China National Space Administration(CNSA)pre-research Project on Civil Aerospace Technologies No.D010305,D010301. （CNSA）

Earth and Planetary Physics

ISSN：2096-3955

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