结合机器学习的空间天气建模研究

   

070802-空间物理学

空间天气学

2022-12~至今, 中国科学院国家空间科学中心, 副研究员
2019-07~2022-12,中国科学院国家空间科学中心, 特别研究助理

(1) 北京市科学技术奖，自然科学二等奖(3/7)，2023

   

（1） Identification of Coronal Mass Ejection–Driven Shocks Based on Numerical Simulation and Deep Learning, THE ASTROPHYSICAL JOURNAL, 2026, 第 3 作者  通讯作者
（2） Automatic Identification of Interplanetary Shocks Based on Machine Learning, SPACE WEATHER, 2026, 第 5 作者  通讯作者
（3） PASSIT-CME: A Pixel-annotation-free System for Automatic Segmentation, Inpainting, and Tracking of Coronal Mass Ejections, The Astrophysical Journal, 2026, 第 2 作者  通讯作者
（4） Automatic 3D Reconstruction of Coronal Mass Ejections Based on Dual-viewpoint Observations and Machine Learning, The Astrophysical Journal Supplement Series, 2025, 第 2 作者  通讯作者
（5） Simulation of the 2010 September 9 Solar Energetic Particle Event by Using a Data-constrained Transport Model, THE ASTROPHYSICAL JOURNAL, 2025, 第 6 作者
（6） 2025年地球物理学和空间物理学学科国家自然科学基金项目评审与资助成果分析, Introduction on the Judgement Programs in 2025 of the Discipline of Geophysics and Space Physics,Department of Earth Sciences,National Natural Science Foundation of China, 地球科学进展, 2025, 第 5 作者
（7） Fast Reconstruction of Solar Wind Magnetohydrodynamic Parameters at 0.1 au with Machine Learning, The Astrophysical Journal Supplement Series, 2025, 第 6 作者
（8） Monitoring the daily variation of Sun-Earth magnetic fields using galactic cosmic rays, INNOVATION, 2024, 
（9） CME Arrival Time Prediction Based on Coronagraph Observations and Machine-learning Techniques, ASTROPHYSICAL JOURNAL, 2024, 第 2 作者  通讯作者
（10） Magnetohydrodynamic Modeling of Background Solar Wind near Mars: Comparison with MAVEN and Tianwen-1, ASTROPHYSICAL JOURNAL, 2024, 第 3 作者
（11） An Algorithm for the Determination of Coronal Mass Ejection Kinematic Parameters Based on Machine Learning, ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, 2024, 第 2 作者  通讯作者
（12） Global Morphology Distortion of the 2021 October 9 Coronal Mass Ejection from an Ellipsoid to a Concave Shape, ASTROPHYSICAL JOURNAL, 2023, 第 11 作者
（13） Research on the Effect of Data Assimilation for Three-Dimensional MHD Simulation of Solar Wind, SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS, 2023, 第 3 作者
（14） Reconstructing Synoptic Maps of Solar Wind Radial Velocity between 20 and 60 Solar Radii Based on STEREO/HI1 Images, ASTROPHYSICAL JOURNAL, 2023, 第 4 作者
（15） Numerical Research on the Effect of the Initial Parameters of CME Flux-rope Model on Simulation Results. III. Different Initial Energy of CMEs, ASTROPHYSICAL JOURNAL, 2022, 第 3 作者
（16） Predict the Amplitude of Recurrent Geomagnetic Disturbance Using NARX Neural Network, 2021 Chinese Intelligent Systems Conference, 2022, 第 1 作者
（17） Numerical Research on the Effect of the Initial Parameters of a CME Flux-rope Model on Simulation Results. II. Different Locations of Observers, ASTROPHYSICAL JOURNAL, 2021, 第 3 作者
（18） Three-Dimensional MHD Modeling of Interplanetary Solar Wind Using Self-Consistent Boundary Condition Obtained from Multiple Observations and Machine Learning, UNIVERSE, 2021, 第 1 作者
（19） Numerical Research on the Effect of the Initial Parameters of a CME Flux-rope Model on Simulation Results, ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, 2021, 第 3 作者
（20） 多种观测数据驱动的三维行星际太阳风MHD模拟, Simulation of Interplanetary Solar Wind with Three-dimensional MHD Model Driven by Multiple Observations, 空间科学学报, 2020, 第 1 作者
（21） Numerical Simulation on the Propagation and Deflection of Fast Coronal Mass Ejections (CMEs) Interacting with a Corotating Interaction Region in Interplanetary Space, ASTROPHYSICAL JOURNAL, 2019, 第 3 作者
（22） Modeling the Global Distribution of Solar Wind Parameters on the Source Surface Using Multiple Observations and the Artificial Neural Network Technique, SOLAR PHYSICS, 2019, 第 1 作者
（23） 行星际背景太阳风的三维MHD数值模拟, Three-dimensional MHD simulation of interplanetary solar wind, 地球物理学报, 2018, 第 3 作者
（24） Correlation Between the Magnetic Field and Plasma Parameters at 1 AU, SOLAR PHYSICS, 2018, 第 4 作者
（25） Prediction of Solar Wind Speed at 1 AU Using an Artificial Neural Network, SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS, 2018, 第 1 作者
（26） WSA太阳风经验模型及其应用, Analysis of Present Research on the WSA Solar Wind Model, 空间科学学报, 2018, 第 3 作者
（27） Modeling the Global Distribution of Plasma Parameters on Coronal Source Surface for Different Solar Phases Using 1AU Observations, 9th Annual International Conference on Numerical Modeling of Space Plasma Flows (ASTRONUM-2014), 2015, 第 1 作者
（28） Evolution of the 12 July 2012 CME from the Sun to the Earth: Data-constrained three-dimensional MHD simulations, JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2014, 第 8 作者

现指导学生

王治阳  硕士研究生  070802-空间物理学  

张卉子  硕士研究生  070802-空间物理学