冯琎
研究员冯琎，中科院大气物理研究所博士，北京城市气象研究院研究员，中国气象局青年气象英才，曾工作于美国大气研究中心中小尺度实验室（NCAR/MMM）、空军某部。担任世界气象组织AINPP项目亚洲区域执行组成员，中国气象学会气象人工智能专委会委员。主持国家自然科学基金面上、青年项目，北京市科技计划-中央引导地方专项、国家重点研发计划项目专题等。所发展的算法在美国NOAA和北京市气象局模式系统应用。
当前研究方向：预报算法（AI气象大数据应用技术、数值预报技术、空气质量评估和预测技术、物理-数据混合模型等）
研究兴趣广泛，包括但不限于预报技术、数值模式、气候、环境、动力学等。鼓励研究生按个人兴趣开展探索性研究。
2001-2008
南京信息工程大学 大气科学本科, 气象学硕士
2005-2013
中国人民解放军空军 技术军官
2013-2016
中国科学院大气物理研究所 大气物理学与大气环境博士
2016-2017
中国气象局北京城市气象研究所 工程师
2018-2019
美国国家大气研究中心 (NCAR) 访问科学家
2017-
北京城市气象研究院 副研究员, 研究员
| * 标注通讯作者 |
| J Feng*, and Y Li. Enhancing surface wind speed and temperature prediction using surface-layer emulator and transfer learning. Monthly Weather Review. 2024. doi: 10.1175/MWR-D-23-0281.1. |
| W Ji, J Feng*, Y Liu, Y Qiu, and H Gao. Leadsee-Precip: A deep learning diagnostic model for precipitation. 2024. arXiv. doi: 10.48550/arXiv.2411.12640. |
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Y Qiu, J Feng*, Z Zhang, X Zhao, Z Li, Z Ma, R Liu, and J Zhu. Regional aerosol forecasts based on deep learning and numerical weather prediction. NPJ Climate and Atmospheric Sciences., 6, 71, 2023. doi: s41612-023-00397-0.
Z Xu, T Xue, X Chen*, J Feng*, G Zhang, C Wang, C Lu, H Chen, Y Ding, Wind power correction model designed by the quantitative assessment for the impacts of forecasted wind speed error, Advances in Climate Change Research. 2024. doi: 10.1016/ j.accre.2024.12.006. |
| J Feng*, Y Li, Y Qiu, and F Zhu. Capturing synoptic-scale variations in surface aerosol pollution using deep learning with meteorological data. Atmospheric Chemistry and Physics., 23, 375–388. 2023. doi: 10.5194/acp-23-375-2023. |
| J Zhou, J Feng*, X Zhou*, Y Li, and F Zhu. Estimating site-specific wind speeds using gridded data: A comparison of multiple machine learning models. Atmosphere. 14, 142. 2023. doi: 10.3390/atmos14010142. |
| J Feng*, X-Y Huang, Y Li. Improving surface wind speed forecasts using an offline surface multilayer model with optimal ground forcing. Journal of Advances in Modeling Earth Systems. 2022 doi: 10.1029/2022MS003072. |
| Luo, N., Y Guo*, J Feng*, R Ding, Z Gao, Z Zhao. Dynamic downscaling simulation and projection of precipitation extremes over China under a shared socioeconomic pathway scenario. Journal of Geophysical Research: Atmospheres, doi: 10.1029/2022JD037133. |
| Z Wang*, J Feng*, C Diao, Y Li, L Lin, Y Xu. Reduction in European anthropogenic aerosols and the weather conditions conducive to PM2.5 pollution in North China: a potential global teleconnection pathway. Environmental Research Letters, 16(10), 104054. 2021. doi: 10.1088/1748-9326/ac269d. |
| J Feng*, M Chen, Y Li, J Zhong. An implementation of full cycle strategy using dynamic blending for rapid refresh short-range weather forecasting in China. Advance in Atmospheric Sciences, 2021. doi: 10.1007/s00376-021-0316-7. |
| J Feng*, H Liao, Y Li, Z Zhang, Y Tang. Long-term trends and variations in haze-related weather conditions in north China during 1980–2018 based on emission-weighted stagnation intensity. Atmospheric Environment 240, 117830, 3, 2020. doi: 10.1016/j.atmosenv.2020.117830. |
| J Feng*, J Sun, Y Zhang. A dynamic blending scheme to mitigate large‐scale bias in regional models. Journal of Advances in Modeling Earth Systems 12 (3), e2019MS001754 3 2020. doi: 10.1029/2019MS001754 |
| Y Li, J Feng*, J Li, A Hu. Equatorial windows and barriers for stationary Rossby wave propagation. Journal of Climate 32 (18), 6117-6135 4 2019. doi: 10.1175/jcli-d-18-0722.1 |
| J Feng*, J Quan, H Liao, Y Li, X Zhao. An air stagnation index to qualify extreme haze events in northern China. Journal of the Atmospheric Sciences 75 (10), 3489-3505 12 2018. doi: 10.1175/jas-d-17-0354.1 |
| J Feng, H Liao*, J Li. The impact of monthly variation of the Pacific–North America (PNA) teleconnection pattern on wintertime surface-layer aerosol concentrations in the United States. Atmospheric Chemistry and Physics 16 (8), 4927-4943. 2016. doi: 10.5194/acp-16-4927-2016 |
| J Feng, H Liao*, Y Gu. A comparison of meteorology-driven interannual variations of surface aerosol concentrations in the eastern United States, eastern China, and Europe. SOLA 12, 146-152 4 2016. doi: 10.2151/sola.2016-031 |
| X Man, C Zhang, J Feng, C Li, J Shao. W-mae: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting. arXiv. doi: 10.48550/arXiv.2304.08754. |
| Y Wang, H Li, J Feng, W Wang, Z Liu, L Huang, E Yaluk, G Lu, etc. Spatial Characteristics of PM2. 5 Pollution among Cities and Policy Implication in the Northern Part of the North China Plain. Atmosphere 12 (1), 77, 2021. doi: 10.3390/atmos12010077 |
| Y Tang*, S Han, Q Yao, Z Cai, Y Qiu, J Feng. Analysis of a Severe Regional Haze-fog-dust Episode over North China in Autumn by Using Multiple Observation Data. Aerosol and Air Quality Research 20 (5), 1-10, 2020. doi: 10.4209/aaqr.2019.11.0567 |
| Y Li*, J Li, F Kucharski, J Feng, S Zhao, J Zheng. Two leading modes of the interannual variability in South American surface air temperature during austral winter. Climate Dynamics 51 (5), 2141-2156 3 2018. doi: 10.1007/s00382-017-4004-3 |
| Y Li*, J Feng, J Li, S Zhao. The circle diagram in the group velocity domain for Rossby wave under the horizontally non-uniform flow. SOLA 14, 121-125 1 2018. doi: 10.2151/sola.2018-021 |
| Y Tang, H Liao*, J Feng. Estimating emissions and concentrations of road dust aerosol over China using the GEOS-Chem model. Atmospheric and Oceanic Science Letters 10 (4), 298-305 1 2017. doi: 10.1080/16742834.2017.1320935 |
| H Zhang, Y LI, M Chen, J Feng, H Hu, S Fan. 2020. Implementation of Hybrid En-3DVAR Assimilation Scheme in Rapid Cycling Assimilation System. Chinese Journal of Atmospheric Sciences (in Chinese), 44(6): 1349−1363 doi: 10.3878/j.issn.1006-9895.2008.20118 |
| J Feng, H Liao. 2017. Interannual variation of East Asian aerosols outflow in the winter–spring and the associated atmospheric circulation. Chinese Journal of Atmospheric Sciences (in Chinese), 41 (2): 251−262, doi: 10.3878/j.issn.1006-9895.1607.16146 |
| X Shen, J Liu, N Qin, J Feng. 2013. Impact of viscous friction on barotropic eigenvalue wave of typhoon Matsa after its landing. Chinese Journal of Atmospheric Sciences (in Chinese), 37 (6): 1219–1234. doi: 10.3878/j.issn.1006-9895.2013.12047 |
| Y Guo, J Quan, Y Pan, W Pu, J Feng, X Zhao, T Yuan, 2021, Multi-time scale variations of the PM2.5 in Beijing and its key mechanisms (in Chinese), China Environmental Science. doi: 10.19674/j.cnki.issn1000-6923.20211025.010 |
| Y Tang, S Han, Z Cai, X Yang, J Feng. Feature analysis of atmospheric self-purification capability and atmospheric particulate concentration in Tianjin during 2013-2017 (in Chinese). Journal of Meteorology and Environment, 2019, 35(6): 55-66. doi: 10.3969/j.issn.1673-503X.2019.06.008 |
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J Feng, Z Sun, X Shen, Y Li. Temporal and spatial variation characteristics of simulated typhoon Ewiniar (2006). 2009. Meteorology and Disaster Mitigation Research (in Chinese), 32(2): 11-19. doi: 10.3969/j.issn.1007-9033.2009.02.003
国家发明专利：
一种快速预报区域大气气溶胶浓度的方法 一体化气溶胶污染气象指数‑气溶胶浓度估算方法及系统 结合湍流物理模型和历史观测数据优化的近地面风速预测方法
区域数值预报模式的混合热启动初始场生成方法及系统
一种修正风电机预测功率的方法及装置 |
2023: 北京市科协 "卓越工程师"计划
2023: 中国气象局 十三五以来气象科技成果优秀奖
2022: 中国气象局 青年气象英才
2022: 北京市科协 产业特派员
2021: 北京气象局 青年气象英才
2011: 空司气象局 科研和技术革新奖
网站网址
graduate.camscma.cn
联系地址
北京市中关村南大街46号
公众号
