机器学习在大气科学中的应用：

（1）Deep Learning Weather Prediction model

（2）数据插补/插值、反演、融合等历史数据集的构建；基于机器学习的模式后处理订正预报；数据分析；

（3）强对流（强降水、雷暴、冰雹）的识别和外推； 机场跑道精细化短临风、能见度的预报；

   

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] Li, Wentao, Pan, Baoxiang, Xia, Jiangjiang, Duan, Qingyun. Convolutional neural network-based statistical post-processing of ensemble precipitation forecasts. JOURNAL OF HYDROLOGY[J]. 2022, 605: http://dx.doi.org/10.1016/j.jhydrol.2021.127301.
[2] 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, http://www.iapjournals.ac.cn/aas/en/article/id/5dd74a4b-3827-4fa3-82c3-9df1c607b2cb.
[3] 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, 45(4): 90-97, http://lib.cqvip.com/Qikan/Article/Detail?id=7107672557.
[4] 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, 43(2): 155-166, [5] 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, 31(1): 131-153, [6] 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, 50(4): 584-593, http://lib.cqvip.com/Qikan/Article/Detail?id=7108068891.
[7] 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, 42(2): 261-269, [8] 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, 37: https://doaj.org/article/a0bf59265b13433e885dd9dba0c5a94e.
[9] 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, 171-178, http://lib.cqvip.com/Qikan/Article/Detail?id=7106662786.
[10] 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, 11(4): http://dx.doi.org/10.3390/app11041491.
[11] Mingshan Duan, Jiangjiang Xia, Zhongwei Yan, Lei Han, Lejian Zhang, Hanmeng Xia, Shuang Yu. Reconstruction of the Radar Reflectivity of Convective Storms Based on Deep Learning and Himawari-8 Observations. REMOTE SENSING[J]. 2021, 13(16): http://dx.doi.org/10.3390/rs13163330.
[12] 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, 9: https://doaj.org/article/b40431d8cc774720860c6610c8a17432.
[13] 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, 9: [14] 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, 11(3): 11-13, http://lib.cqvip.com/Qikan/Article/Detail?id=7105392938.
[15] 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, 28(4): 1305-1320, http://dx.doi.org/10.4208/cicp.OA-2020-0006.
[16] Xia, Jiangjiang, Li, Haochen, Kang, Yanyan, Yu, Chen, Ji, Lei, Wu, Lve, Lou, Xiao, Zhu, Guangxiang, Wang, Zaiwen, Yan, Zhongwei, Wang, Lizhi, Zhu, Jiang, Zhang, Pingwen, Chen, Min, Zhang, Yingxin, Gao, Lihao, Han, Jiarui. Machine Learning-based Weather Support for the 2022 Winter Olympics. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2020, 37(9): 927-932, http://lib.cqvip.com/Qikan/Article/Detail?id=7102562512.
[17] 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, 11(1): 1-11, http://gooa.las.ac.cn/external/index?type=-1&pid=1570080.
[18] 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, 115: 102840-, http://dx.doi.org/10.1016/j.pce.2020.102840.
[19] 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, 37(4): 966-973, http://www.chinaxiv.org/abs/202007.00015.
[20] 夏江江. 北京地区体感温度误差订正方法研究. 气象科学. 2020, [21] 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, 24(1): 116-124, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2019&filename=QHYH201901009&v=MTEyMzNvOUZiWVI4ZVgxTHV4WVM3RGgxVDNxVHJXTTFGckNVUjdxZVorUnZGaXZtVkx6TE5DWFNackc0SDlqTXI=.
[22] Li, Haochen, Yu, Chen, Xia, Jiangjiang, Wang, Yingchun, Zhu, Jiang, Zhang, Pingwen. A Model Output Machine Learning Method for Grid Temperature Forecasts in the Beijing Area. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2019, 36(10): 1156-1170, http://lib.cqvip.com/Qikan/Article/Detail?id=7002668915.
[23] 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, 45(3): 426-436, http://lib.cqvip.com/Qikan/Article/Detail?id=7001843145.
[24] 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, 20(8): 1707-1720, http://dx.doi.org/10.1175/JHM-D-19-0045.1.
[25] Lihao Gao, Fengying Wei, Zhongwei Yan, Jin Ma, Jiangjiang Xia. A Study of Objective Prediction for Summer Precipitation Patterns Over Eastern China Based on a Multinomial Logistic Regression Model. ATMOSPHERE[J]. 2019, 10(4): https://doaj.org/article/9eee275d485f49fbba9164ad463343e8.
[26] 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, 137(3-4): 1637-1642, [27] 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, 36(10): 1156-1170, http://lib.cqvip.com/Qikan/Article/Detail?id=7002668915.
[28] 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, 208: 1219-1225, http://dx.doi.org/10.1016/j.jclepro.2018.10.067.
[29] 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, 34(5): 39-46, http://lib.cqvip.com/Qikan/Article/Detail?id=676573539.
[30] 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, 171: 811-819, http://dx.doi.org/10.1016/j.jclepro.2017.10.069.
[31] 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, 13(1): 014015-, https://www.webofscience.com/wos/woscc/full-record/WOS:000422740400003.
[32] 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, 35(1): 116-126, http://ir.itpcas.ac.cn/handle/131C11/8788.
[33] 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, 144(3): 391-403, https://www.webofscience.com/wos/woscc/full-record/WOS:000412660800002.
[34] Zhang, Anzhi, Jia, Gensuo, Epstein, Howard E, Xia, Jiangjiang. ENSO elicits opposing responses of semi-arid vegetation between Hemispheres. SCIENTIFIC REPORTS[J]. 2017, 7: 42281-, http://dx.doi.org/10.1038/srep42281.
[35] Zheng, Ziyan, Ma, Zhuguo, Li, Mingxing, Xia, Jiangjiang. Regional water budgets and hydroclimatic trend variations in Xinjiang from 1951 to 2000. CLIMATIC CHANGE[J]. 2017, 144(3): 447-460, https://www.webofscience.com/wos/woscc/full-record/WOS:000412660800006.
[36] 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, 36(3): 1291-1298, https://www.webofscience.com/wos/woscc/full-record/WOS:000371541400019.
[37] 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, 7(3): 154-168, http://lib.cqvip.com/Qikan/Article/Detail?id=7000077097.
[38] 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, 383-385, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534854484948.
[39] 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, 20(2): 154-166, http://lib.cqvip.com/Qikan/Article/Detail?id=664171242.
[40] 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, 87-88: 43-49, http://dx.doi.org/10.1016/j.pce.2015.08.002.
[41] 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, 34(9): 78-84, http://lib.cqvip.com/Qikan/Article/Detail?id=666191327.
[42] 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, 8(6): 383-385, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534854484948.
[43] 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, 32(6): 831-838, http://lib.cqvip.com/Qikan/Article/Detail?id=665041915.
[44] 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, 32(6): 831-838, http://dx.doi.org/10.1007/s00376-014-4125-0.
[45] 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, 34(9): 78-84, http://lib.cqvip.com/Qikan/Article/Detail?id=666191327.
[46] 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, 44(10): 2101-2111, [47] Xia, Jiangjiang, Yan, Zhongwei. Changes in the Local Growing Season in Eastern China during 1909-2012. SOLA[J]. 2014, 10: 163-166, https://www.webofscience.com/wos/woscc/full-record/WOS:000343155400001.
[48] Yan ZhongWei, Li Zhen, Xia JiangJiang. Homogenization of climate series: The basis for assessing climate changes. SCIENCE CHINA-EARTH SCIENCES[J]. 2014, 57(12): 2891-2900, https://www.webofscience.com/wos/woscc/full-record/WOS:000346170700003.
[49] 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, 118(14): 7450-7458, https://www.webofscience.com/wos/woscc/full-record/WOS:000323120800003.
[50] Xia, Jiangjiang, Yan, Zhongwei, Wu, Peili. Multidecadal variability in local growing season during 1901-2009. CLIMATE DYNAMICS[J]. 2013, 41(2): 295-305, https://www.webofscience.com/wos/woscc/full-record/WOS:000321114300005.
[51] 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, 4(1): 12-17, [52] 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, 5(4): 533-542, https://www.webofscience.com/wos/woscc/full-record/WOS:000297749600007.
[53] 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, 16(1): 31-38, http://lib.cqvip.com/Qikan/Article/Detail?id=36412068.
[54] Yan Zhongwei, Xia Jiangjiang, Qian Cheng, Zhou Wen. Changes in Seasonal Cycle and Extremes in China during the Period 1960-2008. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2011, 28(2): 269-283, http://lib.cqvip.com/Qikan/Article/Detail?id=37029761.

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