结合气象大数据和数值天气预报模式，基于机器学习/深度学习等技术，

1）发展模式后处理方法，高时空分辨率数据集重构（重建天气气候信息）技术：无网格插值/插补、数据反演、降尺度、数据融合等；

2）研发天气气候预报模型，包括短临外推模型、中短期天气预报模型和季节尺度极端天气气候事件预测模型；

3）深度学习可解释性研究。

   

070601-气象学

机器学习，大数据，天气预报，气候统计，极端天气气候事件

2007-09--2012-06   中国科学院大气物理研究所   博士
2003-09--2007-06   中国农业大学，应用气象系   学士

博士

博士

   

2017-01~现在, 中国科学院大气物理研究所, 副研究员
2012-07~2016-12,中国科学院大气物理研究所, 助理研究员

气候统计方法和应用

   

[1] Xuan Tong, Wen Zhou, Jiangjiang Xia. Improving Boreal Summer Precipitation Predictions From the Global NMME Through Res34‐Unet. GEOPHYSICAL RESEARCH LETTERS[J]. 2024, 第 3 作者51(2): n/a-n/a, https://doaj.org/article/88172963c7c34031a099d4e214263def.
[2] Yi Fang, Yunfei Wu, Fengmin Wu, Yan Yan, Qi Liu, Nian Liu, JiangJiang Xia. Short-term wind speed forecasting bias correction in the Hangzhou area of China based on a machine learning model. ATMOSPHERIC AND OCEANIC SCIENCE LETTERS[J]. 2023, 第 7 作者  通讯作者  http://dx.doi.org/10.1016/j.aosl.2023.100339.
[3] Liu, Qi, Lou, Xiao, Yan, Zhongwei, Qi, Yajie, Jin, Yuchao, Yu, Shuang, Yang, Xiaoliang, Zhao, Deming, Xia, Jiangjiang. Deep-learning post-processing of short-term station precipitation based on NWP forecasts. ATMOSPHERIC RESEARCH[J]. 2023, 第 9 作者  通讯作者  295: http://dx.doi.org/10.1016/j.atmosres.2023.107032.
[4] Tong Xuan, 严中伟, Zhou Wen, Xia Jiangjiang, Quan, XiaoWei. Multidecadal Oceanic Modulation of Summer Precipitation in North China in 1200-Year Global Climate Simulations. Journal of Climate[J]. 2023, 第 4 作者https://doi.org/10.1175/JCLI-D-22-0693.1.
[5] 曾安捷, 华维, 严中伟, 祖子清, 娄晓, 于小淇, 夏江江. 基于深度学习的气象要素时空预报策略——直接预报和迭代预报的对比. 气候与环境研究[J]. 2023, 第 7 作者28(5): 547-558, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2023.23011.
[6] Yu, Xiaoqi, Lou, Xiao, Yan, Yan, Yan, Zhongwei, Cheng, Wencong, Wang, Zhibin, Zhao, Deming, Xia, Jiangjiang. Radar Echo Reconstruction in Oceanic Area via Deep Learning of Satellite Data. REMOTE SENSING[J]. 2023, 第 8 作者  通讯作者  15(12): http://dx.doi.org/10.3390/rs15123065.
[7] Li, Wentao, Pan, Baoxiang, Xia, Jiangjiang, Duan, Qingyun. Convolutional neural network-based statistical post-processing of ensemble precipitation forecasts. JOURNAL OF HYDROLOGY[J]. 2022, 第 3 作者605: http://dx.doi.org/10.1016/j.jhydrol.2021.127301.
[8] Liu Nian, Yan Zhongwei, Tong Xuan, Jiang Jiang, Li Haochen, Xia Jiangjiang, Lou Xiao, Ren Rui, Fang Yi. Meshless Surface Wind Speed Field Reconstruction based on Machine Learning. Advances in Atmospheric Physics[J]. 2022, 第 6 作者  通讯作者  http://www.iapjournals.ac.cn/aas/en/article/id/5dd74a4b-3827-4fa3-82c3-9df1c607b2cb.
[9] 乔媛, 姜江, 夏江江, 白帆, 蒋志. 基于气象与非气象因素的客流量单数逐日预测模型. 气象与环境科学[J]. 2022, 第 3 作者45(4): 90-97, http://lib.cqvip.com/Qikan/Article/Detail?id=7107672557.
[10] Zhou Chuansai, Li Haochen, Yu Chen, Xia Jiangjiang, Zhang Pingwen. A station-data-based model residual machine learning method for fine-grained meteorological grid prediction. Applied Mathematics and Mechanics-Englishi Edition[J]. 2022, 第 4 作者43(2): 155-166, 
[11] 姜江, 叶彩华, 刘美德, 尤焕苓, 乔媛, 夏江江, 佟颖, 张勇, 阎婷, 李秋红, 刘婷, 周小洁, 曾晓芃. 北京地区蚊虫密度变化气象预测方法研究. 气象科技. 2022, 第 6 作者50(4): 584-593, http://lib.cqvip.com/Qikan/Article/Detail?id=7108068891.
[12] Kong Wenjia, Li Haochen, Yu Chen, Xia Jiangjiang, Kang Yanyan, Zhang Pingwen. A deep spatio-temporal forecasting model for multi-site ensemble weather prediction. COMMUNICATIONS IN COMPUTATIONAL PHYSICS[J]. 2022, 第 4 作者31(1): 131-153, 
[13] 武略, 焦瑞莉, 王毅, 夏江江, 严中伟, 李昊辰. 北京地区体感温度误差订正方法研究. 气象科学[J]. 2022, 第 4 作者  通讯作者  42(2): 261-269, 
[14] Wei, Wenguang, Yan, Zhongwei, Tong, Xuan, Han, Zuoqiang, Ma, Miaomiao, Yu, Shuang, Xia, Jiangjiang. Seasonal prediction of summer extreme precipitation over the Yangtze River based on random forest. WEATHER AND CLIMATE EXTREMES[J]. 2022, 第 7 作者  通讯作者  37: https://doaj.org/article/a0bf59265b13433e885dd9dba0c5a94e.
[15] 武略, 焦瑞莉, 夏江江. 基于时间序列的山区风向预测方法研究. 现代农业科技[J]. 2022, 第 3 作者171-178, http://lib.cqvip.com/Qikan/Article/Detail?id=7106662786.
[16] Gao, Lihao, Zheng, Yu, Wang, Yaqiang, Xia, Jiangjiang, Chen, Xunlai, Li, Bin, Luo, Ming, Guo, Yuchen. Reconstruction of Missing Data in Weather Radar Image Sequences Using Deep Neuron Networks. APPLIED SCIENCES-BASEL[J]. 2021, 第 4 作者11(4): http://dx.doi.org/10.3390/app11041491.
[17] 祖子清, 杨庆, 夏江江, 张蕴斐, 朱学明. 一个多参数优化系统在简单模型中的应用. 海洋预报[J]. 2021, 第 3 作者38(3): 11-18, http://lib.cqvip.com/Qikan/Article/Detail?id=7105634216.
[18] Duan, Mingshan, Xia, Jiangjiang, Yan, Zhongwei, Han, Lei, Zhang, Lejian, Xia, Hanmeng, Yu, Shuang. Reconstruction of the Radar Reflectivity of Convective Storms Based on Deep Learning and Himawari-8 Observations. REMOTE SENSING[J]. 2021, 第 2 作者  通讯作者  13(16): http://dx.doi.org/10.3390/rs13163330.
[19] Liu, Danping, Zheng, Dexiang, Xu, Yaoyao, Chen, Yifei, Wang, Hesong, Wang, Ku, Liao, Xiaoli, Chen, Changxiong, Xia, Jiangjiang, Jin, Shaofei. Changes in the stoichiometry of Castanopsis fargesii along an elevation gradient in a Chinese subtropical forest. PEERJ[J]. 2021, 第 9 作者9: https://doaj.org/article/b40431d8cc774720860c6610c8a17432.
[20] Ziyan Zheng, Zhongwei Yan, Jing Chen, Jiarui Han, Jiangjiang Xia, Xiaohong Zhang, Siyu Cai, Xiaolin Liu. Evolving Threshold of Flood-Leading Precipitation in a User-Oriented Forecast System Based on the TIGGE Dataset. FRONTIERS IN EARTH SCIENCE[J]. 2021, 第 5 作者9: 
[21] 韩佳芮, 张平文, 李昊辰, 夏江江. 气象领域人工智能的现在与未来——张平文院士及团队骨干访谈录. 气象科技进展[J]. 2021, 第 4 作者11(3): 11-13, http://lib.cqvip.com/Qikan/Article/Detail?id=7105392938.
[22] JiangjiangXIA, HaochenLI, YanyanKANG, ChenYU, LeiJI, LveWU, XiaoLOU, GuangxiangZHU, ZaiwenWang, ZhongweiYAN, LizhiWANG, JiangZHU, PingwenZHANG, MinCHEN, YingxinZHANG, LihaoGAO, JiaruiHAN. Machine Learning−based Weather Support for the 2022 Winter Olympics. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2020, 第 1 作者37(9): 927-932, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-020-0043-5.
[23] Yu, Chen, Li, Haochen, Xia, Jiangjiang, Wen, Hanqiuzi, Zhang, Pingwen. A Data-Driven Random Subfeature Ensemble Learning Algorithm for Weather Forecasting. COMMUNICATIONS IN COMPUTATIONAL PHYSICS[J]. 2020, 第 3 作者28(4): 1305-1320, http://dx.doi.org/10.4208/cicp.OA-2020-0006.
[24] Jun Wang, Yang Chen, Simon F. B. Tett, Zhongwei Yan, Panmao Zhai, Jinming Feng, Jiangjiang Xia. Anthropogenically-driven increases in the risks of summertime compound hot extremes. NATURE COMMUNICATIONS[J]. 2020, 第 7 作者11(1): 1-11, 
[25] Zheng, Dexiang, Zhang, Heng, Yuan, Yuze, Deng, Zhong, Wang, Ku, Lin, Geng, Chen, Yi, Xia, Jiangjiang, Jin, ShaoFei. Natural disasters and their impacts on the silica losses from agriculture in China from 1988 to 2016. PHYSICS AND CHEMISTRY OF THE EARTH[J]. 2020, 第 8 作者115: 102840, http://dx.doi.org/10.1016/j.pce.2020.102840.
[26] 孟欣宁, 焦瑞莉, 刘念, 夏江江, 严中伟, 于爽, 娄晓, 李昊辰, 王立志, 陈亮, 郑子彦, 赵娜. 基于随机森林插值的中亚夏季极端高温变化特征. 干旱区研究[J]. 2020, 第 4 作者37(4): 966-973, http://www.chinaxiv.org/abs/202007.00015.
[27] 夏江江. 北京地区体感温度误差订正方法研究. 气象科学. 2020, 第 1 作者  通讯作者  
[28] 门晓磊, 焦瑞莉, 王鼎, 赵晨光, 刘亚昆, 夏江江, 李昊辰, 严中伟, 孙建华, 王立志. 基于机器学习的华北气温多模式集合预报的订正方法. 气候与环境研究[J]. 2019, 第 6 作者24(1): 116-124, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2018.18049.
[29] HaochenLI, ChenYU, JiangjiangXIA, YingchunWANG, JiangZHU, PingwenZHANG. A Model Output Machine Learning Method for Grid Temperature Forecasts in the Beijing Area. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2019, 第 3 作者36(10): 1156-1170, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-019-9023-z.
[30] 孙全德, 焦瑞莉, 夏江江, 严中伟, 李昊辰, 孙建华, 王立志, 梁钊明. 基于机器学习的数值天气预报风速订正研究. 气象[J]. 2019, 第 3 作者45(3): 426-436, http://lib.cqvip.com/Qikan/Article/Detail?id=7001843145.
[31] Tong, Xuan, Yan, Zhongwei, Xia, Jiangjiang, Lou, Xiao. Decisive Atmospheric Circulation Indices for July-August Precipitation in North China Based on Tree Models. JOURNAL OF HYDROMETEOROLOGY[J]. 2019, 第 3 作者20(8): 1707-1720, http://dx.doi.org/10.1175/JHM-D-19-0045.1.
[32] Gao, Lihao, Wei, Fengying, Yan, Zhongwei, Ma, Jin, Xia, Jiangjiang. A Study of Objective Prediction for Summer Precipitation Patterns Over Eastern China Based on a Multinomial Logistic Regression Model. ATMOSPHERE[J]. 2019, 第 5 作者10(4): https://doaj.org/article/9eee275d485f49fbba9164ad463343e8.
[33] Xia, Jiangjiang, Jin, Shaofei, Yan, Zhongwei, Xiong, Zhe, Zheng, Ziyan, Han, Zuoqiang. Shifts in timing of local growing season in China during 1961-2012. THEORETICAL AND APPLIED CLIMATOLOGY[J]. 2019, 第 1 作者  通讯作者  137(3-4): 1637-1642, 
[34] Haochen LI, Jiangjiang XIA, Yingchun WANG, Jiang ZHU, Pingwen ZHANG. A Model Output Machine Learning Method for Grid Temperature Forecasts in the Beijing Area. 大气科学进展:英文版[J]. 2019, 第 2 作者36(10): 1156-1170, http://lib.cqvip.com/Qikan/Article/Detail?id=7002668915.
[35] Yu Shuang, Xia Jiangjiang, Yan Zhongwei, Zhang Anzhi, Xia Yang, Guan Dabo, Han Jiarui, Wang Jun, Chen Liang, Liu Yakun. Loss of work productivity in a warming world: Differences between developed and developing countries. JOURNAL OF CLEANER PRODUCTION[J]. 2019, 第 2 作者  通讯作者  208: 1219-1225, http://dx.doi.org/10.1016/j.jclepro.2018.10.067.
[36] 田磊, 裴琳, 陈宇罡, 夏江江, 汪翔. 1970-2015年蚌埠地区霾日气候资料重建及时空变化特征. 气象与环境学报[J]. 2018, 第 4 作者34(5): 39-46, http://lib.cqvip.com/Qikan/Article/Detail?id=676573539.
[37] Xia, Yang, Li, Yuan, Guan, Dabo, Tinoco, David Mendoza, Xia, Jiangjiang, Yan, Zhongwei, Yang, Jun, Liu, Qiyong, Huo, Hong. Assessment of the economic impacts of heat waves: A case study of Nanjing, China. JOURNAL OF CLEANER PRODUCTION[J]. 2018, 第 5 作者171: 811-819, http://dx.doi.org/10.1016/j.jclepro.2017.10.069.
[38] Li, Chunxiang, Tian, Qinhua, Yu, Rong, Zhou, Baiquan, Xia, Jiangjiang, Burke, Claire, Dong, Buwen, Tett, Simon F B, Freychet, Nicolas, Lott, Fraser, Ciavarella, Andrew. Attribution of extreme precipitation in the lower reaches of the Yangtze River during May 2016. ENVIRONMENTAL RESEARCH LETTERS[J]. 2018, 第 5 作者13(1): 014015, https://www.webofscience.com/wos/woscc/full-record/WOS:000422740400003.
[39] Yu, Shuang, Xia, Jiangjiang, Yan, Zhongwei, Yang, Kun. Changing spring phenology dates in the Three-Rivers Headwater Region of the Tibetan Plateau during 1960-2013. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2018, 第 2 作者  通讯作者  35(1): 116-126, http://ir.itpcas.ac.cn/handle/131C11/8788.
[40] Pei, Lin, Xia, Jiangjiang, Yan, Zhongwei, Yang, Hui. Assessment of the Pacific decadal oscillation's contribution to the occurrence of local torrential rainfall in north China. CLIMATIC CHANGE[J]. 2017, 第 2 作者  通讯作者  144(3): 391-403, https://www.webofscience.com/wos/woscc/full-record/WOS:000412660800002.
[41] Zhang, Anzhi, Jia, Gensuo, Epstein, Howard E, Xia, Jiangjiang. ENSO elicits opposing responses of semi-arid vegetation between Hemispheres. SCIENTIFIC REPORTS[J]. 2017, 第 4 作者7: 42281, http://dx.doi.org/10.1038/srep42281.
[42] Zheng, Ziyan, Ma, Zhuguo, Li, Mingxing, Xia, Jiangjiang. Regional water budgets and hydroclimatic trend variations in *** from 1951 to 2000. CLIMATIC CHANGE[J]. 2017, 第 4 作者144(3): 447-460, https://www.webofscience.com/wos/woscc/full-record/WOS:000412660800006.
[43] Xia, Jiangjiang, Tu, Kai, Yan, Zhongwei, Qi, Yajie. The super-heat wave in eastern China during July-August 2013: a perspective of climate change. INTERNATIONAL JOURNAL OF CLIMATOLOGY[J]. 2016, 第 1 作者36(3): 1291-1298, https://www.webofscience.com/wos/woscc/full-record/WOS:000371541400019.
[44] YAN Zhong-Wei, WANG Jun, XIA Jiang-Jiang, FENG Jin-Ming. Review of recent studies of the climatic effects of urbanization in China. 气候变化研究进展：英文版[J]. 2016, 第 3 作者7(3): 154-168, http://lib.cqvip.com/Qikan/Article/Detail?id=7000077097.
[45] XIA Jiang-Jiang, YAN Zhong-Wei, XIONG Zhe. Changes in Local Growing Season Indices in Shanghai Due to Urbanization during 1873–2013. 大气和海洋科学快报：英文版[J]. 2015, 第 1 作者383-385, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534854484948.
[46] Jin, Shaofei, Wang, Yongli, Xia, Jiangjiang, Xiao, Ning, Zhang, Junlong, Xiong, Zhe. Decline in the species richness contribution of Echinodermata to the macrobenthos in the shelf seas of China. PHYSICS AND CHEMISTRY OF THE EARTH[J]. 2015, 第 3 作者87-88: 43-49, http://dx.doi.org/10.1016/j.pce.2015.08.002.
[47] 夏江江, 杨庆, 郑子彦, 赵天保, 严中伟, 马柱国. 土地利用变化对20世纪中国地区气候干湿变化的影响. 气候与环境研究[J]. 2015, 第 1 作者20(2): 154-166, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2014.14007.
[48] Xia Jiangjiang, Yan Zhongwei, Zhou Wen, Fong, Soi Kun, Leong, Ka Cheng, Tang, Iu Man, Chang, S W, Leong, W K, Jin Shaofei. Projection of the Zhujiang (Pearl) River Delta's potential submerged area due to sea level rise during the 21st century based on CMIP5 simulations. ACTA OCEANOLOGICA SINICA[J]. 2015, 第 1 作者  通讯作者  34(9): 78-84, http://lib.cqvip.com/Qikan/Article/Detail?id=666191327.
[49] XIA Jiangjiang, YAN Zhongwei, JIA Gensuo, ZENG Heqing, Philip Douglas JONESI, ZHOU Wen, ZHANG Anzhi. Projections of the Advance in the Start of the Growing Season during the 21st Century Based on CMIP5 Simulations. 大气科学进展：英文版[J]. 2015, 第 1 作者32(6): 831-838, http://lib.cqvip.com/Qikan/Article/Detail?id=665041915.
[50] Xia Jiangjiang, Yan Zhongwei, Xiong Zhe. Changes in Local Growing Season Indices in Shanghai Due to Urbanization during 1873-2013. ATMOSPHERIC AND OCEANIC SCIENCE LETTERS[J]. 2015, 第 1 作者8(6): 383-385, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534854484948.
[51] Xia Jiangjiang, Yan Zhongwei, Jia Gensuo, Zeng Heqing, Jones, Philip Douglas, Zhou Wen, Zhang Anzhi. Projections of the advance in the start of the growing season during the 21st century based on CMIP5 simulations. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2015, 第 1 作者  通讯作者  32(6): 831-838, http://dx.doi.org/10.1007/s00376-014-4125-0.
[52] XIA Jiangjiang, YAN Zhongwei, ZHOU Wen, FONG Soi Kun, LEONG Ka Cheng, TANG Iu Man, CHANG S W, LEONG W K, JIN Shaofei. Projection of the Zhujiang (Pearl) River Delta＇s potential submerged area due to sea level rise during the 21st century based on CMIP5 simulations. 海洋学报：英文版[J]. 2015, 第 1 作者34(9): 78-84, http://lib.cqvip.com/Qikan/Article/Detail?id=666191327.
[53] 严中伟, 李珍, 夏江江. 气候序列的均一化 - 定量评估气候变化的基础. 中国科学:地球科学[J]. 2014, 第 3 作者44(10): 2101-2111, 
[54] Xia, Jiangjiang, Yan, Zhongwei. Changes in the Local Growing Season in Eastern China during 1909-2012. SOLA[J]. 2014, 第 1 作者10: 163-166, https://www.webofscience.com/wos/woscc/full-record/WOS:000343155400001.
[55] Yan ZhongWei, Li Zhen, Xia JiangJiang. Homogenization of climate series: The basis for assessing climate changes. SCIENCE CHINA-EARTH SCIENCES[J]. 2014, 第 3 作者57(12): 2891-2900, https://www.webofscience.com/wos/woscc/full-record/WOS:000346170700003.
[56] Wang, Jun, Yan, Zhongwei, Jones, Phil D, Xia, Jiangjiang. On "observation minus reanalysis" method: A view from multidecadal variability. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2013, 第 4 作者118(14): 7450-7458, https://www.webofscience.com/wos/woscc/full-record/WOS:000323120800003.
[57] Xia, Jiangjiang, Yan, Zhongwei, Wu, Peili. Multidecadal variability in local growing season during 1901-2009. CLIMATE DYNAMICS[J]. 2013, 第 1 作者41(2): 295-305, https://www.webofscience.com/wos/woscc/full-record/WOS:000321114300005.
[58] Xia Jiangjiang, Yan Zhongwei, Zhou, Wen. Changes in Seasonality in China under Enhanced Atmospheric CO2 Concentration. Atmospheric and Oceanic Science Letters. Atmospheric and Oceanic Science Letters[J]. 2011, 第 1 作者4(1): 12-17, 
[59] 夏江江, 严中伟, 周家斌. “三伏”的气候学定义和区划. 气候与环境研究[J]. 2011, 第 1 作者16(1): 31-38, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2011.01.03.
[60] YANZhongwei, XIAJiangjiang, QIANCheng, ZHOUWen. Changes in Seasonal Cycle and Extremes in China during the Period 1960--2008. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2011, 第 2 作者28(2): 269-283, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-010-0006-3.
[61] Han, Jiarui, Ye, Qian, Yan, Zhongwei, Jiao, Meiyan, Xia, Jiangjiang. Conceptual study on incorporating user information into forecasting systems. FRONTIERS OF ENVIRONMENTAL SCIENCE & ENGINEERING IN CHINA[J]. 2011, 第 5 作者5(4): 533-542, https://www.webofscience.com/wos/woscc/full-record/WOS:000297749600007.

夏江江的其他网站个人主页链接：

See also: 

(1) https://github.com/DandelionX/

    and

(2) https://www.researchgate.net/profile/Jiangjiang_Xia