機(jī)器學(xué)習(xí)在天氣預(yù)報(bào)中的應(yīng)用，基于機(jī)器學(xué)習(xí)的：數(shù)值天氣預(yù)報(bào)風(fēng)速、降水、溫度后處理；強(qiáng)對(duì)流天氣（雷暴、冰雹、大風(fēng)、強(qiáng)降水）、航空危險(xiǎn)天氣（飛機(jī)積冰、飛機(jī)顛簸、霧等）的潛勢(shì)預(yù)報(bào)；衛(wèi)星反演雷達(dá)回波，雷達(dá)回波短臨外推預(yù)報(bào)；深度學(xué)習(xí)可解釋性研究。
【2021】
Duan Mingshan, Xia Jiangjiang, Yan Zhongwei, Han Lei, Zhang Lejian, Xia Hanmeng, Lou Xiao, Yu Shuang, Yuan Zhen, 2021: Radar reflectivity of convective storms reconstruction based on deep learning and Himawari-8 observations, Remote Sensing, 13(16), 3330, doi: 10.3390/rs13163330.
Zhou Chuansai, Li Haochen, Yu Chen, Xia Jiangjiang, Zhang Pingwen, 2021: A station-Data-Based Model Residual Machine Learning Method for Fine-Grained Meteorological Grid Prediction. Applied Mathematics and Mechanics-Englishi Edition.
Zheng Ziyan, Yan Zhongwei, Chen Jing, Han Jiarui, Xia Jiangjiang, Zhang Xiaohong, Cai Siyu, LiuXiaolin, 2021: Evolving Threshold of Flood-Leading Precipitation in a User-Oriented Forecast System Based on the TIGGE Dataset. Frontiers in Earth Science, doi: 10.3389/feart.2021.703024
Li Wentao, Pan Baoxiang, Xia Jiangjiang, Duan Qingyun, 2021: Convolutional neural network-based statistical post-processing of ensemble precipiatation forecast. Journaly of Hydrology,605, 127301, https://doi.org/10.1016/j.jhydrol.2021.127301
Kong Wenjia, Li Haochen, Yu Chen, Xia Jiangjiang, Kang Yanyan, and Zhang Pingwen, 2020: A deep spatio-temporal forecasting model for multi-site ensemble weather prediction. To be contributed.
武略，焦瑞莉，王毅，夏江江(corresponding author)，嚴(yán)中偉，李昊辰，余晨，2021：北京地區(qū)體感溫度誤差訂正方法研究，氣象科學(xué)，已接收
Gao Lihao, Zheng Yu, Wang Yaqiang, Xia Jiangjiang, Chen Xunlai, Li Bin, Luo Ming, and Guo Yuchen, 2021: Reconstruction of missing data in weather radar image sequences using deep neuron networks. Appl. Sci. /Applied Sciences, accepted on 15 January 2021.
【2020】
Xia Jiangjiang (corresponding author), Li Haochen, Kang Yanyan, Yu Chen, Ji Lei, Wu Lue, Lou Xiao, Zhu Guangxiang, Wang Zaiwen Wang, Yan Zhongwei, Wang Lizhi, Zhu Jiang, Zhang Pingwen, Ji Chongping, Chen Min, Zhang Yingxin, Gao Lihao, and Han Jiarui, 2020: Machine-learning-based weather support for 2022 Winter Olympics. Adv. Atmos. Sci., 37 (9), 927-932, doi: 10.1007/s00376-020-0043-5.
孟欣寧，焦瑞莉，劉念，夏江江(corresponding author)，嚴(yán)中偉，于爽，婁曉，李昊辰，王立志，陳亮，鄭子彥，趙娜，2020：基于隨機(jī)森林插值的中亞夏季極端高溫變化特征. 干旱區(qū)研究, 37 （4）, 966-973, doi：10.13866/j.azr.2020.04.17.
Yu Chen, Li Haochen, Xia Jiangjiang, Wen Hanqiuzi, and Zhang Pingwen, 2020: A data-driven random subfeature ensemble learning algorithm for weather forecasting. Commun. Comput. Phys., 28 (4), 1305-1320, doi: 10.4208/cicp.OA-2020-0006.
Wang Jun, Chen Yang, Simon F.B. Tett, Yan Zhongwei, Zhai Panmao, Feng Jinming, and Xia Jiangjiang, 2020: Anthropogenically-driven increases in the risks of summertime compound hot extremes. Nat. Commun., 11, 528, doi: 10.1038/s41467-019-14233-8.
Zheng Dexiang, Zhang Heng, Yuan Yuze, Deng Zhong, Wang Ku, Lin Geng, Chen Yi, Xia Jiangjiang, and Jin Shaofei, 2020: Natural disasters and their impacts on the silica losses from agriculture in China from 1988 to 2016. Phys. Chem. Earth., 115, 102840, doi: 10.1016/j.pce.2020.102840.
【2019】
孫全德，焦瑞莉，夏江江(corresponding author)，嚴(yán)中偉，李昊辰，孫建華，王立志，梁釗明，2019：基于機(jī)器學(xué)習(xí)的數(shù)值天氣預(yù)報(bào)風(fēng)速訂正研究. 氣象，45（3）, 426-436, doi: 10.7519/j.issn.1000-0526.2019.03.012.
門曉磊，焦瑞莉，王鼎， 趙晨光，劉亞昆，夏江江(corresponding author)，李昊辰，嚴(yán)中偉，孫建華，王立志，2019：基于機(jī)器學(xué)習(xí)的華北氣溫多模式集合預(yù)報(bào)的訂正方法. 氣候與環(huán)境研究，24（1）, 116-124. doi:10.3878/j.issn.1006-9585.2018.18049.
Xia Jiangjiang (corresponding author), Jin Shaofei, Yan Zhongwei, Xiong Zhe, Zheng Ziyan, and Han Zuoqiang, 2019: Shifts in timing of Local Growing Season in China during 1961-2012. Theor. Appl. Climatol., 137, 1637-1642, https://doi.org/10.1007/s00704-018-2698-8.
Yu Shuang, Xia Jiangjiang (corresponding author), Yan Zhongwei, Zhang Anzhi, Xia Yang, Guan Dabo, Han Jiarui, Wang Jun, Chen Liang, and Liu Yakun, 2019: Loss of work productivity in a warming world: Differences between developed and developing countries. J. Clean. Prod., 208, 1219-1225, doi: 10.1016/j.jclepro.2018.10.067.
He Xiaodong, Wang Jun, Feng Jinming, Yan Zhongwei, Miao Shiguang, Zhang Yizhou, and Xia Jiangjiang, 2019: Observational and modeling study of interactions between urban heat island and heat wave in Beijing. J. Clean. Prod., 247, 119169, doi: 10.1016/j.jclepro.2019.119169.
Li Haochen, Yu Chen, Xia Jiangjiang, Wang Yingchun, Zhu Jiang, and Zhang Pingwen, 2019: A Model Output Machine Learning Method for Grid Temperature Forecasts in the Beijing Area. Adv. Atmos. Sci., 36(10): 1156-1170, doi: 10.1007/s00376-019-9023-z.
Tong Xuan, Yan Zhongwei, Xia Jiangjiang, and Lou Xiao, 2019: Decisive Atmospheric Circulation Indices for July–August Precipitation in North China Based on Tree Models. J. Hydrometeorol., 20 (8), 1707-1720, doi: 10.1175/JHM-D-19-0045.1.
Gao Lihao, Wei Fengying, Yan Zhongwei, Ma Jin, and Xia jiangjiang, 2019: A study of objective patterns over Eastern China Based on A multinomial Logistic Regression Model. Atmosphere, 10 (4), 213, doi: 10.3390/atmos10040213.
【2018】
Yu shuang, Xia Jiangjiang (corresponding author), Yan Zhongwei, and Yang Kun, 2018: Changing spring phenology dates in the Three-Rivers Headwater Region of Tibetan Plateau during 1960-2013. Adv. Atmos. Sci., 35 (1), 116-126, doi: 10.1007/s00376-017-6296-y.
Xia Jiangjiang, Jin Shaofei, Yan Zhongwei, Xiong Zhe, Zheng Ziyan, Han Zuoqiang, Shifts in timing of Local Growing Season in China during 1961-2012, 2018: Theoretical and Applied Climatology, v.137 no.3-4 pp. 1637-1642 https://doi.org/10.1007/s00704-018-2698-8
田磊， 裴琳，陳宇罡， 夏江江(corresponding author)， 汪翔，2018：1970—2015年蚌埠地區(qū)霾日氣候資料重建及時(shí)空變化特征，氣象與環(huán)境學(xué)報(bào)，34（5）：39-46.
Xia Yang, Li Yuan, Guan Dabo, David Mendoza Tinoco, Xia Jiangjiang, Yan Zhongwei, Yang Jun, Liu Qiyong, and Huo Hong, 2018: Assessment of economic impacts of heat waves: A case study of Nanjing. China. J. Clean. Prod., 171, 811-819, doi: 10.1016/j.jclepro.2017.10.069.
Li Chunxiang, Tian Qinhua, Yu Rong, Zhou Baiquan, Xia Jiangjiang, Claire Burke, Buwen Dong, Simon F B Tett, Nicolas Freychet, Fraser Lott, and Andrew Ciavarella, 2018: Attribution of extreme precipitation in the lower reaches of the Yangtze River during May 2016. Environ. Res. Lett., 13: 014015, doi: 10.1088/1748-9326/aa9691.
【2017】
Pei Lin, Xia Jiangjiang (corresponding author), Yan Zhongwei, and Yang Hui, 2017: Assessment of the Pacific decadal oscillation’s contribution to the occurrence of local rainfall in north China. Clim. Change, 144 (3), 391-403, doi: 10.1007/s10584-016-1610-8.
Zhang，Anzhi, Jia Gensuo, Howard E. Epstein, and Xia Jiangjiang, 2017: ENSO elicits opposing responses of semi-arid vegetation between Hemispheres, Sci. Rep., 7, 42281, doi: 10.1038/srep42281.
【2016】
Xia, Jiangjiang, Tu Kai, Yan Zhongwei, Qi Yajie, 2016: The super-heat wave in eastern China during July-August 2013: aperspective of climate change. International Journal Climatology, 36 (3), 1291-1298, doi: 10.1002/joc.4424.
Zheng Ziyan, Ma Zhuguo, Li Mingxing, Xia Jiangjiang, 2016: Regional water budgets and hydroclimatic trend variations in Xinjiang from 1951-2000. Climatic Change, doi: 10.1007/s10584-016-1842-7.
Yan Zhongwei, Wang Jun, Xia Jiangjiang, Feng Jinming, 2016: Review of recent studies of the climatic effects of urbanization in China. Advances in Climate Change Research, 1-15, http://dx.doi.org/10.1016/j.accre.2016.09.003（CSCD）
【2015】
Xia, Jiangjiang, Yan Zhongwei, Zhou Wen, et al., 2015: Projection of the Zhujiang (Pearl) River Delta's potential submerged are due to sea level rise during the 21st century based on CMIP5 simulations. Acta Oceanologica Sinica, 34 (9), 78-84, doi: 10.1007/s13131-015-0700-1.
Xia Jiangjiang, Yan Zhongwei, Jia Gensuo, Zeng Heqing, JONES PD, Zhou When, Zhang Anzhi, 2015: Projections of the Advance in the Start of the Growing Season During the 21st Century Based on CMIP5 Simulations. Advances in Atmospheric Sciences, 32: 831-838, doi: 10.1007/s00376-014-4125-0.
夏江江，楊慶，鄭子彥, 趙天保，嚴(yán)中偉，馬柱國(guó)，2015: 土地利用變化對(duì)20世紀(jì)中國(guó)地區(qū)氣候干濕變化的影響. 氣候與環(huán)境研究，20 (2)：154-166，doi: 10.3878/j.issn.1006-9585.2014.14007.
Jin Shaofei, Wang Yongli, Xia Jiangjiang, Xiao Ning, Zhang Junlong, Xiong Zhe, 2015: Delcline in the species richness contribution of Echinodermata to the macrobenthos in the shelf seas of China. Physics and Chemistry of the Earth, 87-88: 1-2.
Xia, Jiangjiang, Yan Zhongwei, Xiong Zhe, 2015: Changes in Local Growing season Indices in Shanghai to Urbanization during 1873-2013. Atmospheric and Oceanic Science Letters, 8 (6): 383-385, doi:10.3878/AOSL20150044
【2014】
Xia Jiangjiang, Yan Zhongwei, 2014: Changes in the local growing season in eastern China during 1909？2012. Scientific Online Letters on the Atmosphere (SOLA). 10, 163？166. doi:10.2151/sola.2014-034.
Yan Zhongwei, Li Zhen, Xia Jiangjiang, 2014: Homogenization of climate series: the basis for assessing climate changes. Science in China, 57, 2891-2900. doi: 10.1007/s11430-014-4945-x嚴(yán)中偉、李珍、夏江江 2014：氣候序列的均一化 - 定量評(píng)估氣候變化的基礎(chǔ)。中國(guó)科學(xué):地球科學(xué), 44 (10): 2101-2111
【2013】
Wang Jun, Yan Zhongwei, Philip Douglas Jones, and Xia Jiangjiang, 2013: On "observation minus reanalysis" method: A view from multidecadal variability. Journal of Geophysical Research, 118, 1-9, doi: 10.1002/jgrd.50574.
Xia Jiangjiang, Yan Zhongwei, Wu Peili, 2013: Multidecadal variability in local growing season during 1901-2009. Climate Dynamics. 41 (2): 295-305, doi: 10.1007/s00382-012-1438-5.
【2012】
夏江江, 2012：全球變暖背景下溫度季節(jié)循環(huán)的變遷，中國(guó)科學(xué)院大氣物理研究所，獲得“2012年度中國(guó)科學(xué)院大氣物理研究所優(yōu)秀博士學(xué)位論文”獎(jiǎng)。
【2011】
Han Jiarui, Ye Qian, Yan Zhongwei, Jiao Meiyan, Xia Jiangjiang. 2011: Conceptual study on incorporating user in formation into forecasting systems. Frontiers of Environmental Science and Engineering in China. 5: 533, Doi:10.1007/s11783-010-0246-6.
Yan Zhongwei, Xia Jiangjiang, Qian Cheng, Zhou Wen, 2011: Changes in Seasonal Cycle and Extremes in China during the Period 1960-2008. Advances in Atmospheric Sciences, 28(2), 269-283.
Xia Jiangjiang, Yan Zhongwei, Zhou Wen. 2011: Changes in Seasonality in China under Enhanced Atmospheric CO2 Concentration. Atmospheric and Oceanic Science Letters, 4(1), 12-17
夏江江，嚴(yán)中偉，周家斌，2011：“三伏”的氣候?qū)W定義和區(qū)劃. 氣候與環(huán)境研究，16（1），31-38.
基于機(jī)器學(xué)習(xí)的西北太平洋臺(tái)風(fēng)強(qiáng)度預(yù)報(bào)模型建立；
基于深度學(xué)習(xí)的氣象要素預(yù)報(bào)與智能會(huì)商系統(tǒng)研究；
中國(guó)科學(xué)院戰(zhàn)略性先導(dǎo)科技專項(xiàng)（A類）“泛第三級(jí)環(huán)境變化與綠色絲綢之路建設(shè)”項(xiàng)目“生態(tài)屏障動(dòng)態(tài)監(jiān)測(cè)與區(qū)域綠色發(fā)展方案”課題“中亞大湖區(qū)極端天氣氣候變化影響與應(yīng)對(duì)方案”子課題“中亞大湖區(qū)極端天氣氣候變化歷史與情景預(yù)估”；
國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目“科技冬奧”重點(diǎn)專項(xiàng)第四課題“冬奧賽場(chǎng)定點(diǎn)氣象要素客觀預(yù)報(bào)技術(shù)研究及應(yīng)用”第五專題“基于機(jī)器學(xué)習(xí)方法的賽場(chǎng)賽道氣象要素預(yù)報(bào)以及高影響天氣概率預(yù)報(bào)的研究和應(yīng)用”
科技部重點(diǎn)專項(xiàng)項(xiàng)目“全球變化及應(yīng)對(duì)”課題“非均勻動(dòng)態(tài)分布情景下碳排放合理分配方案”
