Data Assimilation of Air Pollution

Inverse Modeling of Emission

Air Quality Modeling and Forecasting

September, 2004 — June, 2010, Ph. D., Institute of Atmospheric Physics, Chinese  Academy of Sciences (Atmospheric Physics Thesis: “Uncertainty Analysis and Ensemble Data Assimilation of Ozone Forecast Concentrations")

September, 2000 — June, 2004, B.S., Yunnan University, Atmospheric Sciences

2012-06 ~ Now, Professor, Institute of Atmospheric Physics, Chinese Academy of Sciences

2018-05 ~ Now, Assistant to Chief Engineer of Earth System Numerical Simulation Device, Institute of Atmospheric Physics, Chinese Academy of Sciences

2013-05 ~ 2022-05, Associate Professor, Institute of Atmospheric Physics, Chinese Academy of Sciences

2010-07 ~ 2013-05, Assistant Professor, Institute of Atmospheric Physics, Chinese Academy of Sciences

Award for the Excellent Cases of Informatization of the Chinese Academy of Sciences in 2018, 2018

Award for the Second Class Prizes of the National Scientific and Technological Progress, 2017

（1）王自发，吴其重，Alex Gbaguidi，晏平仲，张伟，王威，唐晓. 北京空气质量多模式集成预报系统的建立及初步应用. 南京信息工程大学学报,自然科学版,2009,1(1):19-26.

（2）向伟玲，安俊岭，王自发，吴其重，唐晓. 北京奥运期间CBM-Z化学机制的模拟应用. 气候与环境研究,2010,15(5):551-559.

（3）张伟，王自发，安俊岭，杨婷，唐晓. 利用BP神经网络提高奥运实时预报系统预报效果. 气候与环境研究,2010,15(5):595-601.

（4）唐晓, 王自发, 朱江, 吴其重, 阿历克斯·巴吉迪. 蒙特卡罗不确定性分析在臭氧模拟中的初步应用. 气候与环境研究,2010,15(5):541-550.

（5）唐晓, 王自发, 朱江, 阿历克斯·巴吉迪, 吴其重. 北京地面臭氧的集合预报试验. 气候与环境研究，2010,15(5):677-684.

（6）唐晓，朱江，王自发，Alex Gbaguidi，吴其重，陈焕盛，李杰. 基于集合卡尔曼滤波的区域臭氧资料同化试验. 环境科学学报，2013,33(3):796-805.

（7）陈焕盛，王自发，吴其重，吴剑斌，晏平仲，唐晓，王哲. 空气质量多模式系统在广州应用及对PM10预报效果评估. 气候与环境研究,2013,18(4):427-435.

（8）陈焕盛，吴其重，王自发，唐晓，徐文帅. 华北火电厂脱硫对奥运期间区域空气质量的影响. 环境科学学报,2014,34(3):598-605.

（9）黄思，唐晓，徐文帅，王哲，陈焕盛，李杰，吴其重，王自发. 利用多模式集合和多元线性回归改进北京PM₁₀预报. 环境科学学报,2015,35(1):56-64.

（10）冯帆，王自发，唐晓. 一个基于打靶法的大气污染源反演自适应算法. 大气科学,2016,40(4):719-729.

（11）黄思，唐晓，王自发，陈焕盛，刘冰，朱江. 基于观测、模拟和同化数据的PM_2.5污染回顾分析. 气候与环境研究,2016,21(6):700-710.

（12）卢苗苗，唐晓，王自发，梁胜文，郝建奇，周慧，李飞，胡柯，胡世祥，李蒲，刘汉华，田建军.武汉地区2014年PM_2.5 时空分布与来源贡献的数值模拟研究. 环境科学学报,2017,37(11):4227⁃4240.

（13）朱江，唐晓，王自发，吴林. 大气污染资料同化与应用综述. 大气科学,2018,42(3): 607-620.

（14）刘娜，段晚锁，王自发，唐晓，周菲凡. 北京地区一次空气重污染过程的目标观测分析. 气候与环境研究，2018,13(5):619−632.

（15）邱培培，唐晓，卢苗苗，黄宇，周君蕊.武汉市大气污染变化趋势预测. 南京信息工程大学学报（自然科学版），2018,10(5):571-578.

（16）李飞，唐晓，王自发，朱莉莉，王晓彦，吴煌坚，卢苗苗，李健军，朱江. 基于京津冀高密度地面观测网络的大气污染物浓度地面观测代表性误差估计. 大气科学,2019,43(2):277-284.

（17）谢运兴，唐晓，郭宇宏，林彩燕，吴煌坚，卢苗苗，王自发. 新疆大气颗粒物的时空分布特征. 中国环境监测，2019,35(1):26-36.

（18）隋玟萱，王颢樾，唐晓，卢苗苗，吴煌坚，朱莉莉.山东省2015年PM2.5和O3污染时空分布特征. 中国环境监测，2019,35(2):59-69.

（19）曹凯，唐晓，孔磊，王威，吴倩，黄树元，张佩文，韩丽娜，吴其重，王自发.京津冀及其周边地区“2+26”城市PM2.5的蒙特卡罗集合预报试验. 气候与环境研究,2021,26(2):181−190.

（20）吴煌坚，林伟，孔磊，唐晓，王威，王自发，陈松蹊. 一种基于集合最优插值的排放源快速反演方法. 气候与环境研究,2021,26(2):191−201.

（21）韩丽娜，唐晓，陈科艺，周慧，孔磊，张佩文，黄树元，吴倩，曹凯，王自发. 气象预报模式参数化方案对重污染过程 PM2.5浓度预报效果的影响. 气候与环境研究,2021,26(3):312−322.

（22）黄树元，唐晓，陈科艺，梁胜文，沈龙娇，王祖武，孔磊，张佩文，王自发. 武汉冬季典型月份 PM_2.5浓度变化的观测分析与模拟追因. 环境科学学报,2021,41(3):842-852.

（23）田东，李观，程世宇，孔磊，唐晓，赵青，高阳，单桂华，迟学斌. 空气质量细粒度数据内联关系可视分析系统. 计算机辅助设计与图形学学报,2021,33(9):1326-1336.

（24）张佩文，唐晓，陈科艺，陈多宏，朱莉莉，沈劲，叶斯琪，孔磊，韩丽娜，吴倩，王自发. 珠三角关键大气挥发性有机物的模拟精度评估. 大气科学,2021,45(5):1114−1126.

（25）刘可欣，卢苗苗，张裕芬，吴建会，唐晓，李亚菲，王自发. 天津市夏秋季O3-PM2.5复合污染特征及气象成因分析. 环境科学学报,2021,41(9):3650-3662.

（26）韩丽娜，唐晓，陈科艺，隋玟萱，周慧，刘娜，孔磊，冼志鹏，吴林，王自发.北京地区一次空气重污染过程的气象条件模拟参数化敏感性试验. 气候与环境研究,2021,25(3):253-267.

（27）王舒扬，姜金荣，迟学斌，唐晓. 融合数值模式预报数据的深度学习. PM_2.5浓度预测模型. 数值计算与计算机应用, 2021, https://kns.cnki.net/kcms/detail/11.2124.TP.20210421.1021.008.html.

（28）郑传增，贾光林，余宇帆，陆梦华，王自发，唐 晓，吴煌坚，黄志炯，郑君瑜. 基于EnKF排放清单反演方法的关键影响参数评估与优化. 中国环境科学,2022,42(9):4043~4051.

（29）Qizhong Wu, Zifa Wang, Alex E. Gbaguidi, Xiao Tang, and Wen Zhou.Numerical study of the effect of traffic Restriction on Air Quality in Beijing. SOLA, 2010,6A:017−020

（30）Xiao Tang,  Zifa Wang, Jiang Zhu, Alex E. Gbaguidi, Qizhong Wu, Jie Li, Tong Zhu.  Sensitivity of ozone to precursor emissions in urban Beijing with a  Monte Carlo scheme.Atmospheric Environment,2010,44：3833-3842.

（31）Xiao Tang,  Jiang Zhu, Zifa Wang and Alex E. Gbaguidi. Improvement of ozone  forecast over Beijing based on ensemble Kalman filter with simultaneous  adjustment of initial conditions and emissions.Atmospheric Chemistry and  Physics,2011,11:12901-12916.

（32）Xiao Tang, Jiang Zhu, Zifa Wang M. Wang, Alex E. Gbaguidi, Jie Li, M. Shao, G.Q. Tang, D.S.Ji. Inversion of CO emissions over Beijing and its surrounding areas with ensemble Kalman filter.Atmospheric Environment,2013,81:676-686.

（33）XiaoLe Pan, Y. Kanaya, ZiFa Wang, Xiao Tang, M. Takigawa, P. Pakpong, F. Taketani, H. Akimoto. Using Bayesian optimization method and FLEXPART tracer model to evaluate CO emission in East China in springtime. Environmental Science and Pollution Research, 2013,21: 3873–3879

（34）Wang Zifa Li Jie, Wang Zhe, Yang Wenyi, Tang Xiao,  Ge Baozhu, Yan Pingzhong, Zhu Lili, Chen Xueshun, Chen Huansheng, Wang  Wei, Li Jianjun, Liu Bing, Wang Xiaoyan, Wang Wei, Zhao Yilin, Lu Ning,  and Sun Debin. Modeling study of regional severe hazes over mid-eastern  China in January 2013 and its implications on pollution prevention and  control.Science China-Earth Sciences, 2014,57:3–13.

（35）HuanSheng Chen, ZiFa Wang, Jie Li, Xiao Tang, BaoZhu Ge, X.L. Wu, O. Wild, and G.R. Carmichael. GNAQPMS-Hg  v1.0, a global nested atmospheric mercury transport model: model  description, evaluation and application to trans-boundary transport of  Chinese anthropogenic emissions. Geoscientific Model Development, 2015,8: 2857–2876.

（36）Jun Liu, Yiqun Han, Xiao Tang, Jiang Zhu, Tong Zhu.  Estimating adult mortality attributable to PM2.5 exposure in China with  assimilated PM2.5 concentrations based on a ground monitoring network. Science of the Total Environment, 2016,568:1253–1262.

（37）Yele Sun, Chen Chen, Yingjie Zhang, Weiqi Xu, Libo Zhou, Xueling Cheng, Haitao Zheng, Dongsheng Ji, Jie Li, Xiao Tang, Pingqing Fu & Zifa Wang. Rapid formation and evolution of an extreme haze episode in Northern China during winter 2015. Scientific Reports,2016,6(27151),

（38）Xiao Tang,  Jiang Zhu, Zifa Wang, Alex Gbaguidi, Caiyan Lin, Jinyuan Xin, Tao Song  and Bo Hu. Limitations of ozone data assimilation with adjustment of NOx  emissions: mixed effects on NO₂ forecasts over Beijing and surrounding areas.Atmospheric Chemistry and Physics,2016,16:6395-6405.

（39）Miaomiao Lu, Xiao Tang, Zifa Wang, Alex Gbaguidi, Shengwen Liang, Ke Hu, Lin Wu, Huangjian Wu, Zhen Huang and Longjiao Shen.Source  tagging modeling study of heavy haze episodes under complex regional  transport processes over Wuhan megacity, Central China.Environmental Pollution,2017,231:612-621.

（40）Hui Wang, Huansheng Chen, Qizhong Wu, Junmin Lin, Xueshun Chen, Xinwei Xie, Rongrong Wang, Xiao Tang, and Zifa Wang. GNAQPMS v1.1: accelerating the Global Nested Air Quality Prediction Modeling System (GNAQPMS) on Intel Xeon Phi processors.Geoscientific Model Development,2017,10:2891–2904.

（41）Xiaole  Pan, Itsushi Uno, Zhe Wang, Tomoaki Nishizawa, Nobuo Sugimoto,  Shigekazu Yamamoto, Hiroshi Kobayashi, Yele Sun, Pingqing Fu, Xiao Tang & Zifa Wang, 2017: Real-time observational evidence of changing Asian dust morphology with the mixing of heavy anthropogenic pollution Scientific Reports, 2017,7(335).

（42）Jie Li, Huiyun Du, Zifa Wang, Yele Sun, Wenyi Yang, Jianjun Li, Xiao Tang, Pingqing Fu.Rapid formation of a severe regional winter haze episode over a mega-city cluster on the North China Plain.Environmental Pollution.2017,223: 605-615.

（43）Huangjian Wu, Xiao Tang, Zifa  Wang, Lin Wu, Miaomiao Lu, Lianfang Wei and Jiang Zhu.Probabilistic  automatic outlier detection for surface air quality measurements from  the China National Environmental Monitoring Network. ADVANCES IN  ATMOSPHERIC SCIENCES.2018,35:1522–1532.

（44）Xiao-Xiao  Zhang, Brenton Sharratt, Lian-You Liu, Zi-Fa Wang, Xiao-Le Pan,  Jia-Qiang Lei, Shi-Xin Wu, Shuang-Yan Huang, Yu-Hong Guo, Jie Li, Xiao Tang, Ting Yang, Yu Tian, Xue-Shun Chen, Jian-Qi Hao, Hai-Tao Zheng, Yan-Yan Yang, and Yan-Li Lyu.East Asian dust storm in May 2017: observations, modelling, and its influence on the Asia-Pacific region. Atmospheric Chemistry and Physics,2018,18:8353–8371.

（45）Haoyue Wang, Chunyang Zhang, Ke Yu, Xiao Tang,  Huizheng Che, Jianchun Bian, Shanshan Wang, Bin Zhou, Rui Liu,  Xiaoguang Deng, Xunhao Ma, Zhe Yang, Xiaohang Gao, Yuehua Lu, Yuzhu  Wang, Weiguo Wang. Aerosol Optical Radiation Properties in Kunming (the  Low-Latitude Plateau of China) and Their Relationship to the Monsoon  Circulation Index. REMOTE SENSING,2019, DOI: 10.3390/rs11242911.

（46）Haitao Zheng, Jianguo Liu, Xiao Tang, Zifa Wang, Huangjian Wu, Pingzhong Yan, and Wei Wang Improvement of the Real-time PM_2.5 Forecast over the Beijing-Tianjin-Hebei Region using an Optimal Interpolation Data Assimilation Method. Aerosol and Air Quality Research, 2019,8;1305–1316.

（47）Lei Kong, Xiao Tang,  Jiang Zhu, Zifa Wang, Yuepeng Pan, Huangjian Wu, Lin Wu, Qizhong Wu,  Yuexin He, Shili Tian, Yuzhu Xie, Zirui Liu, Wenxuan Sui, Lina Han and  Greg Carmichael.Improved Inversion of Monthly Ammonia Emissions in China  Based on the Chinese Ammonia Monitoring Network and Ensemble Kalman  Filter. Environmental Science & Technology,2019,53:12529−12538.

（48）Miaomiao Lu, Xiao Tang, Zifa  Wang, Lin Wu, Xueshun Chen, Shengwen Liang, Hui Zhou, Huangjian Wu, Ke  Hu, Longjiao Shen, Jia Yu and Jiang Zhu. Investigating the Transport  Mechanism of PM_2.5 Pollution during January 2014 in Wuhan, Central China. ADVANCES IN ATMOSPHERIC SCIENCES,2019,36:1217–1234.

（49）Haoyue Wang, Wenxuan Sui, Xiao Tang,  Miaomiao Lu, Huangjian Wu, Lei Kong, Lina Han, Lin Wu, Weiguo Wang,  Zifa Wang .Simulation-based Design of Regional Emission Control  Experiments with Simultaneous Pollution of O3 and PM2.5 in Jinan, China.  Aerosol and Air Quality Research, 2019,19: 2543–2556.

（50）Haoyue Wang, Suying Chai, Xiao Tang,  Bin Zhou, Jianchun Bian, Xiangdong Zheng, Holger Vömel, Ke Yu, Weiguo  Wang. Application of temperature dependent ozone absorption  cross-sections in T total ozone retrieval at Kunming and  Hohenpeissenberg stations,Atmospheric Environment, 2019,215：16890.

（51）Haoyue Wang, Suying Chai, Xiao Tang,  Bin Zhou, Jianchun Bian, Holger Vömel, Ke Yu, Weiguo Wang.  Verification of satellite ozone/temperature profile products and ozone  effective height/temperature over Kunming China. Science of the Total  Environment, 2019,661: 35-47.

（52）Xiao-Xiao  Zhang, Brenton Sharratt, Jia-Qiang Lei, Cheng-Lai Wu, Jie Zhang, Chun  Zhao, Zi-Fa Wang, Shi-Xin Wu, Sheng-Yu Li, Lian-You Liu, Shuang-Yan  Huang, Yu-Hong Guo, Rui Mao, Jie Li, Xiao Tang, Jian-Qi Hao.  Parameterization schemes on dust deposition in northwest China: Model  validation and implications for the global dust cycle, Atmospheric  Environment, 2019,209：1-13.

（53）Hui Wang, Junmin Lin, Qizhong Wu, Huansheng Chen, Xiao Tang, Zifa  Wang, Xueshun Chen, Huaqiong Cheng, and Lanning Wang.MP CBM-Z V1.0:  design for a new Carbon Bond Mechanism Z (CBM-Z) gas-phase chemical  mechanism architecture for next-generation processors. Geoscientific  Model Development.2019,12:749–764.

（54）Lei Kong, Xiao Tang, Jiang  Zhu, Zifa Wang, Joshua S. Fu, Xuemei Wang, Syuichi Itahashi, Kazuyo  Yamaji, Tatsuya Nagashima, Hyo-Jung Lee, Cheol-Hee Kim, Chuan-Yao Lin,  Lei Chen, Meigen Zhang, Zhining Tao, Jie Li, Mizuo Kajino, Hong Liao,  Kengo Sudo, Yuesi Wang, Yuepeng Pan, Guiqian Tang, Meng Li, Qizhong Wu,  Baozhu Ge, and Gregory R. Carmichael. Evaluation and uncertainty  investigation of the NO₂, CO and NH₃ modeling over China under the framework of MICS-Asia III.Atmospheric Chemistry and Physics,2019,20:181-202.

（55）Huangjian Wu,Xiao Tang,  Zifa Wang, Lin Wu, Jianjun Li, Wei Wang, Wenyi Yang,Jiang  Zhu.High-spatiotemporal-resolution inverse estimation 1 of CO and NOx 2  emission reductions during emission control periods with a modified  ensemble Kalman filter,AtmosphericEnvironment,2020:10.1016/j.atmosenv.2020.117631.

（56）Qi Liao, Mingming Zhu, Lin Wu, Xiaole Pan, Xiao Tang，Zifa Wang.Deep Learning for Air Quality Forecasts: a Review. CURRENT POLLUTION REPORTS.2020.6(4),399-409.

（57）Wenyi Yang, Huansheng Chen, Jianbin Wu, Wending Wang, Junyu Zheng, Duohong Chen, Jie Li, Xiao Tang,  Zifa Wang, Lili Zhu, Wei Wang. Characteristics of the source  apportionment of primary and secondary inorganic PM2.5 in the Pearl  River Delta region during 2015 by numerical modeling. ENVIRONMENTAL  POLLUTION,2020, DOI: 10.1016/j.envpol.2020.115418

（58） Qian Wu, Xiao Tang,  Lei Kong, Zirui Liu, Duohong Chen, Miaomiao Lu, Huangjian Wu, Jin Shen,  Lin Wu, Xiaole Pan, Jie Li, Jiang Zhu, Zifa Wang. Model Evaluation and  Uncertainty Analysis of PM2.5 Components over Pearl River Delta Region  Using Monte Carlo Simulations。AEROSOL AND AIR QUALITY RESEARCH,2021, DOI: 10.4209/aaqr.2020.02.0075.

（59）Lu Lei, Wei Zhou, Chun Chen, Yao He, Zhijie Li, Jiaxing Sun, Xiao Tang,  Pingqing Fu, Zifa Wang, Yele Sun. Long-term characterization of aerosol  chemistry in cold season from 2013 to 2020 in Beijing,China,  ENVIRONMENTAL POLLUTION, 2020, DOI: 10.1016/j.envpol.2020.115952

（60）Han Mei, Pengfei Han, Yinan Wang, Ning Zeng, Di Liu, Qixiang Cai, Zhaoze Deng，Yinghong Wang, Yuepeng Pan and Xiao Tang. Field Evaluation of Low‐Cost Particulate Matter Sensors in Beijing, MDPI, 2020,20(16):4381

（61）Disong Fu, Zijue Song, Xiaoling Zhang, Xiangao Xia, Jun Wangd, Huizheng Che,Huangjian Wu, Xiao Tang,  Jinqiang Zhang, Minzheng Duan. Mitigating MODIS AOD non-random sampling  error on surface PM2.5 estimates by a combined use of Bayesian Maximum  Entropy method and linear mixed-effects model, Atmospheric Pollution Research, (2020) 482–490

（62）Lei Kong,Xiao Tang,Jiang  Zhu,Zifa Wang,Jianjun Li,Huangjian Wu,Qizhong Wu,Huansheng Chen,Lili  Zhu, Wei Wang,Bing Liu,Qian Wang,Duohong Chen,Yuepeng Pan,Tao Song, Fei  Li, Haitao Zheng, Guanglin Jia, Miaomiao Lu, Lin Wu,and Gregory R.  Carmichael. A 6-year-long (2013–2018) high-resolution air quality  reanalysis dataset in China based on the assimilation of surface  observations from CNEMC,Earth system science data.2020,13(2):529-570

（63）Jun Liu,Hao Yin,Xiao Tang,Tong  Zhu,Qiang Zhang ,Zhu Liu,XiaoLong Tang, HongHong Yi. Transition in air  pollution, disease burden and health cost in China: A comparative study  of long-term and short-term exposure, Environmental Pollution,2021,227:116770-116784.

（64）Qian Wu, Xiao Tang,  Lei Kong, Xu Dao, Miaomiao Lu, Zirui Liu, Wei Wang, Qian Wang,Duohong  Chen, Lin Wu, Xiaole Pan, Jie Li, Jiang Zhu and Zifa Wang. Evaluation  and Bias Correction of the Secondary Inorganic Aerosol Modeling over  North China Plain in Autumn and Winter,Atmosphere, 2021,12(5)：578-590.

（65）Hui Wang, Qizhong Wu, Alex B. Guenther, Xiaochun Yang, Lanning Wang, Tang Xiao,  Jie Li, Jinming Feng,Qi Xu, and Huaqiong Cheng. A long-term estimation  of biogenic volatile organic compound (BVOC) emission in China from  2001–2016: the roles of land cover change and climate variability, Atmospheric Chemistry and Physics,2021,21：4825–4848.

（66）Pengfei Han, Han Mei, Di Liu, Ning Zeng, Xiao Tang, Yinghong Wang, and Yuepeng Pan.Calibrations of Low-Cost Air Pollution Monitoring Sensors for CO,NO2,O3,andSO2, Sensors,2021,21(1):256-273.

（67）Zhaoyang Chai, He Zhang, Mulan Zhang, Xiao Tang,  Weipeng Zheng, Jiang Zhu, Guangqing Zhou, Junji Cao, Qingcun Zeng.  China’s EarthLab—Forefront of Earth System Simulation Research, Adv.  Atmos. Sci.,，2021:38,pages1611-1620

（68）Miaomiao Lu, Xiao Tang,  Yinchang Feng, Zifa Wang, Xueshun Chen, Lei Kong, Dongsheng Ji, Zirui  Liu, Kexin Liu, Huangjian Wu, Shengwen Liang, Hui Zhou, Ke Hu.Nonlinear  response of SIA to emission changes and chemical processes over eastern  and central China during a heavy haze month,Science of the Total  Environment,2021,788:147747-147760

（69）Tie Dai, Yueming Cheng, Daisuke Goto, Yingruo Li, Xiao Tang,  Guangyu Shi, and Teruyuki Nakajima. Revealing the sulfur dioxide  emission reductions in China by assimilating surface observations in  WRF-Chem, Atmospheric Chemistry and Physics,2021,21:4357–4379

（70）Qian Ye, Jie Li, Xueshun Chen, Huansheng Chen, Wenyi Yang, Huiyun Du, Xiaole Pan, Xiao Tang,  Wei Wang, Lili Zhu, Jianjun Li, Zhe Wang, Zifa Wang. High-resolution  modeling of the distribution of surface air pollutants and their  intercontinental transport by a global tropospheric atmospheric  chemistry source–receptor model (GNAQPMS-SM), Geoscientific Model Development, 2021,14: 7573–7604.

（71）Pei Liu, Erlin Yao, Tao Liu, Lei Kong, Xiao Tang,  Guangming Tan. Improvement of AI forecast of gridded PM2.5 forecast in  China through ConvLSTM and Attention, CCF Transactions on High  Performance Computing, 2022, https://doi.org/10.1007/s42514-021-00087-4.

（72）Zhilan Ye, Jie Li, Yuepeng Pan, Zifa Wang, Xiurui Guo, Long Cheng, Xiao Tang,  Jiang Zhu, Lei Kong, Yu Song, Jia Xing, Yele Sun, Xiaole Pan.  Synergistic effect of reductions in multiple gaseous precursors on  secondary inorganic aerosols in winter under a meteorology-based  redistributed daily NH3 emission inventory within the  Beijing-Tianjin-Hebei region, China. Science of the Total Environment,  2022, 821, 153383.

（73）Lili Wang, Mingge Li, Qinglu Wang, Yuanyuan Li, Jinyuan Xin, Xiao Tang,  Wupeng Du, Tao Song, Tingting Li, Yang Sun, Wenkang Gao, Bo Hu, Yuesi  Wang. Air stagnation in China: Spatiotemporal variability and differing  impact on PM2.5 and O3 during 2013–2018. Science of the Total  Environment, 2022, 819, 152778.

（74）Haoyue Wang, Wanlin Wei, Huizheng Che, Xiao Tang,  Jianchun Bian, Ke Yu, Weiguo Wang. Ground-Based MAX-DOAS Measurements  of Tropospheric Aerosols, NO2, and HCHO Distributions in the Urban  Environment of Shanghai, China. Remote Sensing, 2022, 14, 1726. https://  doi.org/10.3390/rs14071726.

（75）Yuting Zhang, Xiaole Pan, Yu Tian, Hang Liu, Xueshun Chen, Baozhu Ge, Zhe Wang, Xiao Tang,  Shandong Lei, Weijie Yao, Yuanzhe Ren, Yongli Tian, Jie Li, Pingqing  Fu, Jinyuan Xin, Yele Sun, Junji Cao, Zifa Wang. Transport Patterns and  Potential Sources of Atmospheric Pollution during the XXIV Olympic  Winter Games Period. Adv. Atmos. Sci., 2022, https://doi.org/10.1007/s00376-022-1463-1.

（76）Yujing Zhang, Jie Li, Wenyi Yang, Huiyun Du, Xiao Tang,  Qian Ye, Zixi Wang, Yele Sun, Xiaole Pan, Lili Zhu, Zifa Wang.  Influences of stratospheric intrusions to high summer surface ozone over  a heavily industrialized region in northern China. Environ. Res. Lett.,  2022, 17, 094023.

（77）Meiling Cheng, Fangxin Fan, Ionel M. Navon, Jie Zheng, Xiao Tang,  Jiang Zhu, Christopher Pain. Spatio-Temporal Hourly and Daily Ozone  Forecasting in China Using a Hybrid Machine Learning Model: Autoencoder  and Generative Adversarial Networks. Journal of Advances in Modeling  Earth Systems, 2022, 14, e2021MS002806. https://doi.  org/10.1029/2021MS002806.

（78）Guanglin Jia, Zhijiong Huang, Xiao Tang,  Jiamin Ou, Menghua Lu, Yuanqian Xu, Zhuangmin Zhong, Qing’e Sha,  Huangjian Wu, Chuanzeng Zheng, Tao Deng, Duohong Chen, Min He, Junyu  Zheng. A meteorologically adjusted ensemble Kalman filter approach for  inversing daily emissions: A case study in the Pearl River Delta, China.  Journal of Environmental Sciences, 2022, 114, 233-248.

（79）Zixuan Jia, Ruth M. Doherty, Carlos Ordóñez, Chaofan Li, Oliver Wild, Shipra Jain, Xiao Tang. The impact of large-scale circulation on daily fine particulate matter (PM_2.5) over major populated regions of China in winter. Atmos. Chem. Phys., 2022, 22, 6471–6487.

（80）Xiaoxiao Zhang, Lianyou Liu, Yongdong Wang, Jiaqiang Lei, Shixin Wu, Shengyu Li, Yuhong Guo, Zifa Wang, Xiao Tang, Shuangyan  Huang, Jie Zhou. Spatiotemporal evolution of aeolian dust in China: An  insight into the synoptic records of 1984–2020 and nationwide practices  to combat desertification. Land Degradation & Development, 2022,  https://doi.org/10.1002/ldr.4585.

（81）Qian Ye, Jie Li, Xiao Tang,  Xueshun Chen, Lei Kong, Huansheng Chen, Wenyi Yang, Huiyun Du, Xiaole  Pan, Wei Wang, Lili Zhu, Jianjun Li, Zhe Wang, Yele Sun, Lanzhong Liu,  Junji Cao, Zifa Wang. Uncertainties in the simulated intercontinental  transport of air pollutants in the springtime from emission and  meteorological inputs. Atmos. Environ., 2023, 293, 119431.

（82）Xuefeng Yao, Baozhu Ge, Aibing Li, Guanjun Chen, Fan Fan, Danhui Xu, Yuge Wang, Xiao Tang, Lei Kong, Zifa Wang. Spatio-temporal variation of PM_2.5  pollution in Xinjiang and its causes: The growing importance in air  pollution situation in China. Front. Environ. Sci., 2023, 10:1051610,  doi: 10.3389/fenvs.2022.1051610.

（83）Kai Cao, Xiao Tang, Lanning  Wang, Xueshun Chen, Qizhong Wu, Lei Kong, Miaomiao Lu, Huangjian Wu,  Zifa Wang. Simulating the impact of bushfires in Australia on local air  quality and aerosol burden in the southern hemisphere. SOLA, 2023, 19,  16−25, doi:10.2151/sola.2023-003.

（84）Hongyan Luo, Xiao Tang, Huangjian  Wu, Lei Kong, Qian Wu, Kai Cao, Yating Song, Xuechun Luo, Yao Wang,  Jiang Zhu, Zifa Wang. The impact of the numbers of monitoring stations  on the national and regional air quality assessment in China during  2013–18. Adv. Atmos. Sci., 2023,  https://doi.org/10.1007/s00376-022-1346-5.

（85）Xuechun Luo, Xiao Tang, Haoyue  Wang, Lei Kong, Huangjian Wu, Weiguo Wang, Yating Song, Hongyan Luo,  Yao Wang, Jiang Zhu, Zifa Wang. Investigating the Changes in Air  Pollutant Emissions over the Beijing-Tianjin-Hebei Region in February  from 2014 to 2019 through an Inverse Emission Method. Adv. Atmos. Sci.,  2023, https://doi.org/10.100 7/s00376-022-2039-9.

2019, Wuyi: The 10th International Workshop on Atmospheric Modeling Research in East Asia (MICS‐Asia), Oral Presentation, "Developing air quality reanalysis dataset over China”

2017, Chiba: JpGU-AGU Joint Meeting 2017, Oral Presentation, "Source Tagging Modeling Study of Heavy Haze Episodes under Complex Regional Transport Processes over Wuhan Megacity, Central China"

2016, San Francisco: AGU Fall Meeting, Oral Presentation, "Limitations of ozone data assimilation with adjustment of NOx emissions: Mixed effects on NO2 forecast over Beijing and Surrounding Areas"

2016, Ispra: Joint JRC-IAP Workshop on Air Quality, Oral Presentation, "  Inverse assessment of the emission control over Beijing-Tianjin-Hebei areas during the China's Victory Day Parade in 2015"

2015, Beijing: Coupled Data Assimilation Symposium, "Limitations of ozone data assimilation with adjustment of NOx emissions: Mixed effects on NO2 forecast over Beijing and Surrounding Areas"

2015, Kobe: The international conference on the Atmospheric Sciences and Application to Air Quality (ASAAQ), Oral Presentation, "Applications of EnKF to air pollution estimation and real-time forecast in China"

2014, Buffalo: The 6th Workshop on Ensemble Data Assimilation, Oral Presentation, "Applications of EnKF to air pollution estimation and real-time forecast in China"

2013, San Francisco: AGU Fall Meeting, Oral Presentation, "Inversion of CO emissions over Beijing and its surrounding areas with ensemble Kalman filter"

已指导学生

李飞  硕士研究生  077602-环境工程  

黄思  硕士研究生  085229-环境工程  

宋雅婷  硕士研究生  085229-环境工程  

罗洪艳  硕士研究生  085229-环境工程  

曹凯  硕士研究生  085229-环境工程  

梅焓  硕士研究生  085229-环境工程  

现指导学生

丁宁  硕士研究生  085700-资源与环境  

韩雨阳  硕士研究生  085700-资源与环境  

许翔宇  硕士研究生  085700-资源与环境  

周旭  硕士研究生  085700-资源与环境