先进资料同化方法发展及其在天气、气候与环境中的应用 

   

070602-大气物理学与大气环境

大气(天气)数据同化，大气化学数据同化，陆面数据同化与陆面模式发展

2006-06--2006-08   中国科学院大气物理研究所   博士

-- 研究生

-- 博士

   

2021-05~现在, 中国科学院青藏高原研究所, 科研
2006-08~2021-04,中国科学院大气物理研究所, 科研

2012-06-01-今,中科院大气所第一期青年科学家实验室成员,
2011-06-07-今,中国计算数学学会常务理事,
2011-06-01-今,中国科学院青年促进会成员,

   

（1） 测绘科技进步奖一等奖, 一等奖, 其他, 2015
（2） 中国科学院卢嘉锡青年人才奖, 特等奖, 院级, 2011
（3） 谢义炳青年气象科技奖, 特等奖, 研究所（学校）, 2011

（ 1 ） 大气垂直分层采样设备及控制方法, 发明专利, 2023, 第 4 作者, 专利号: CN116429520A

（ 2 ） 用于气象生态环境的数值模拟预报方法及装置, 发明专利, 2023, 第 1 作者, 专利号: CN116384127A

（ 3 ） 数值天气预报方法、装置、计算机存储介质及电子设备, 发明专利, 2021, 第 2 作者, 专利号: CN113568067A

（ 4 ） 二氧化碳柱浓度的反演方法、装置、存储介质及电子设备, 专利授权, 2021, 第 1 作者, 专利号: CN111881569B

   

[1] Yilong Wang, Xiangjun Tian, Minzheng Duan, Dan Zhu, Dan Liu, Hongqin Zhang, Minqiang Zhou, Min Zhao, Zhe Jin, Jinzhi Ding, Tao Wang, Shilong Piao. Optimal design of surface CO2 observation network to constrain China’s land carbon sink. SCIENCE BULLETIN[J]. 2023, 第 2 作者  通讯作者  68(15): 1678-1686, http://dx.doi.org/10.1016/j.scib.2023.07.010.
[2] Jin, Zhe, Wang, Tao, Zhang, Hongqin, Wang, Yilong, Ding, Jinzhi, Tian, Xiangjun. Constraint of satellite CO2 retrieval on the global carbon cycle from a Chinese atmospheric inversion system. SCIENCE CHINA-EARTH SCIENCES[J]. 2023, 第 6 作者  通讯作者  66(3): 609-618, http://sciencechina.cn/gw.jsp?action=detail.jsp&internal_id=7447277&detailType=1.
[3] 金哲, 汪涛, 张洪芹, 汪宜龙, 丁金枝, 田向军. 基于中国大气反演系统的卫星CO_（2）数据同化对全球碳收支的评估. 中国科学:地球科学[J]. 2023, 第 6 作者  通讯作者  53(3): 587-597, http://lib.cqvip.com/Qikan/Article/Detail?id=7109220308.
[4] Wang, Yilong, Tian, Xiangjun, Chevallier, Frederic, Johnson, Matthew S, Philip, Sajeev, Baker, David F, Schuh, Andrew E, Deng, Feng, Zhang, Xingying, Zhang, Lu, Zhu, Dan, Wang, Xuhui. Constraining China's land carbon sink from emerging satellite CO2 observations: Progress and challenges. GLOBAL CHANGE BIOLOGY[J]. 2022, 第 2 作者28(23): 6838-6846, http://dx.doi.org/10.1111/gcb.16412.
[5] Zhang, Shan, Tian, Xiangjun, Han, Xiao, Zhang, Meigen, Zhang, Hongqin, Mao, Huiqin. Improvement of PM2.5 forecast over China by the joint adjustment of initial conditions and emissions with the NLS-4DVar method. ATMOSPHERIC ENVIRONMENT[J]. 2022, 第 2 作者  通讯作者  271: http://dx.doi.org/10.1016/j.atmosenv.2021.118896.
[6] Friedlingstein, Pierre, OSullivan, Michael, Jones, Matthew W, Andrew, Robbie M, Gregor, Luke, Hauck, Judith, Le Quere, Corinne, Luijkx, Ingrid T, Olsen, Are, Peters, Glen P, Peters, Wouter, Pongratz, Julia, Schwingshackl, Clemens, Sitch, Stephen, Canadell, Josep G, Ciais, Philippe, Jackson, Robert B, Alin, Simone R, Alkama, Ramdane, Arneth, Almut, Arora, Vivek K, Bates, Nicholas R, Becker, Meike, Bellouin, Nicolas, Bittig, Henry C, Bopp, Laurent, Chevallier, Frederic, Chini, Louise P, Cronin, Margot, Evans, Wiley, Falk, Stefanie, Feely, Richard A, Gasser, Thomas, Gehlen, Marion, Gkritzalis, Thanos, Gloege, Lucas, Grassi, Giacomo, Gruber, Nicolas, Gurses, Ozgur, Harris, Ian, Hefner, Matthew, Houghton, Richard A, Hurtt, George C, Iida, Yosuke, Ilyina, Tatiana, Jain, Atul K, Jersild, Annika, Kadono, Koji, Kato, Etsushi, Kennedy, Daniel, Goldewijk, Kees Klein, Knauer, Jurgen, Korsbakken, Jan Ivar, Landschutzer, Peter, Lefevre, Nathalie, Lindsay, Keith, Liu, Junjie, Liu, Zhu, Marland, Gregg, Mayot, Nicolas, McGrath, Matthew J, Metzl, Nicolas, Monacci, Natalie M, Munro, David R, Nakaoka, ShinIchiro, Niwa, Yosuke, OBrien, Kevin, Ono, Tsuneo, Palmer, Paul, I, Pan, Naiqing, Pierrot, Denis, Pocock, Katie, Poulter, Benjamin, Resplandy, Laure, Robertson, Eddy, Rodenbeck, Christian, Rodriguez, Carmen, Rosan, Thais M, Schwinger, Jorg, Seferian, Roland, Shutler, Jamie D, Skjelvan, Ingunn, Steinhoff, Tobias, Sun, Qing, Sutton, Adrienne J, Sweeney, Colm, Takao, Shintaro, Tanhua, Toste, Tans, Pieter P, Tian, Xiangjun, Tian, Hanqin, Tilbrook, Bronte, Tsujino, Hiroyuki, Tubiello, Francesco, van der Werf, Guido R, Walker, Anthony P, Wanninkhof, Rik, Whitehead, Chris, Wranne, Anna Willstrand, Wright, Rebecca, Yuan, Wenping, Yue, Chao, Yue, Xu, Zaehle, Sonke, Zeng, Jiye, Zheng, Bo. Global Carbon Budget 2022. EARTH SYSTEM SCIENCE DATA[J]. 2022, 第 90 作者14(11): 4811-4900, http://dx.doi.org/10.5194/essd-14-4811-2022.
[7] Zhang, Hongqin, Tian, Xiangjun. Integral correction of initial and model errors in system of multigrid NLS-4DVar data assimilation for numerical weather prediction (SNAP). QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY[J]. 2022, 第 2 作者  通讯作者  148(746): 2490-2506, http://dx.doi.org/10.1002/qj.4313.
[8] Hongqin Zhang, Xiangjun Tian, Xiaobing Feng. A Mini‐Batch Stochastic Optimization‐Based Adaptive Localization Scheme and Its Implementation in NLS‐i4DVar. EARTH AND SPACE SCIENCE[J]. 2022, 第 2 作者  通讯作者  9(8): n/a-n/a, https://doaj.org/article/4a990f6330fd428f84374d8a55ea9997.
[9] Zhe Jin, Tao Wang, Hongqin Zhang, Yilong Wang, Jinzhi Ding, Xiangjun Tian. Constraint of satellite CO2 retrieval on the global carbon cycle from a Chinese atmospheric inversion system. sciencechinaearthsciences. 2022, 第 6 作者  通讯作者  
[10] Fu, Yu, Gao, Hao, Liao, Hong, Tian, Xiangjun. Spatiotemporal Variations and Uncertainty in Crop Residue Burning Emissions over North China Plain: Implication for Atmospheric CO 2 Simulation. REMOTE SENSING[J]. 2021, 第 4 作者13(19): http://dx.doi.org/10.3390/rs13193880.
[11] Tian, Xiangjun, Zhang, Hongqin, Feng, Xiaobing, Li, Xin. i4DVar: An Integral Correcting Four-Dimensional Variational Data Assimilation Method. EARTH AND SPACE SCIENCE[J]. 2021, 第 1 作者  通讯作者  8(9): http://dx.doi.org/10.1029/2021EA001767.
[12] Jiang, Fei, Wang, Hengmao, Chen, Jing M, Ju, Weimin, Tian, Xiangjun, Feng, Shuzhuang, Li, Guicai, Chen, Zhuoqi, Zhang, Shupeng, Lu, Xuehe, Liu, Jane, Wang, Haikun, Wang, Jun, He, Wei, Wu, Mousong. Regional CO2 fluxes from 2010 to 2015 inferred from GOSAT XCO2 retrievals using a new version of the Global Carbon Assimilation System. ATMOSPHERIC CHEMISTRY AND PHYSICS[J]. 2021, 第 5 作者21(3): 1963-1985, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000618972400008.
[13] Zhang, Hongqin, Tian, Xiangjun. Evaluating the Forecast Impact of Assimilating ATOVS Radiance With the Regional System of Multigrid NLS-4DVar Data Assimilation for Numerical Weather Prediction (SNAP). JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS[J]. 2021, 第 2 作者  通讯作者  13(7): http://dx.doi.org/10.1029/2020MS002407.
[14] Zhang, Shan, Tian, Xiangjun, Zhang, Hongqin, Han, Xiao, Zhang, Meigen. A nonlinear least squares four-dimensional variational data assimilation system for PM2.5 forecasts (NASM): Description and preliminary evaluation. ATMOSPHERIC POLLUTION RESEARCH[J]. 2021, 第 2 作者  通讯作者  12(4): 122-132, http://dx.doi.org/10.1016/j.apr.2021.03.003.
[15] Fu, Yu, Liao, Hong, Tian, Xiangjun, Gao, Hao, Jia, Binghao, Han, Rui. Impact of Prior Terrestrial Carbon Fluxes on Simulations of Atmospheric CO2 Concentrations. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2021, 第 3 作者126(18): http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000702399300011.
[16] Jin, Zhe, Tian, Xiangjun, Duan, Minzheng, Han, Rui. An Efficient Algorithm for Retrieving CO2 in the Atmosphere From Hyperspectral Measurements of Satellites: Application of NLS-4DVar Data Assimilation Method. FRONTIERS IN EARTH SCIENCE[J]. 2021, 第 2 作者  通讯作者  9: http://dx.doi.org/10.3389/feart.2021.688542.
[17] LuZHANG, XiangjunTIAN, HongqinZHANG, FengCHEN. Impacts of Multigrid NLS-4DVar-based Doppler Radar Observation Assimilation on Numerical Simulations of Landfalling Typhoon Haikui (2012). ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2020, 第 2 作者  通讯作者  37(8): 873-892, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-020-9274-8.
[18] Dai, Aiguo, Huang, Danqing, Rose, Brian E J, Zhu, Jian, Tian, Xiangjun. Improved methods for estimating equilibrium climate sensitivity from transient warming simulations. CLIMATE DYNAMICS[J]. 2020, 第 5 作者54(11-12): 4515-4543, http://dx.doi.org/10.1007/s00382-020-05242-1.
[19] HongqinZHANG, XiangjunTIAN, WeiCHENG, LipengJIANG. System of Multigrid Nonlinear Least-squares Four-dimensional Variational Data Assimilation for Numerical Weather Prediction (SNAP): System Formulation and Preliminary Evaluation. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2020, 第 2 作者  通讯作者  37(11): 1267-1284, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-020-9252-1.
[20] Tian, Xiangjun, Han, Rui, Zhang, Hongqin. An Adjoint-Free Alternating Direction Method for Four-Dimensional Variational Data Assimilation With Multiple Parameter Tikhonov Regularization. EARTH AND SPACE SCIENCE[J]. 2020, 第 1 作者7(11): https://doaj.org/article/17f89e7aa0764c91ba54fc6d62f55c23.
[21] Li, Sinan, Zhang, Li, Ma, Rui, Yan, Min, Tian, Xiangjun. Improved ET assimilation through incorporating SMAP soil moisture observations using a coupled process model: A study of US arid and semiarid regions. JOURNAL OF HYDROLOGY[J]. 2020, 第 5 作者590: http://dx.doi.org/10.1016/j.jhydrol.2020.125402.
[22] Tian, Xiangjun, Feng, Xiaobing. An Adjoint-Free CNOP-4DVar Hybrid Method for Identifying Sensitive Areas Targeted Observations: Method Formulation and Preliminary Evaluation. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2019, 第 1 作者  通讯作者  36(7): 721-732, 
[23] Xia, Jiangzhou, Yuan, Wenping, Lienert, Sebastian, Joos, Fortunat, Ciais, Philippe, Viovy, Nicolas, Wang, Yingping, Wang, Xufeng, Zhang, Haicheng, Chen, Yang, Tian, Xiangjun. Global Patterns in Net Primary Production Allocation Regulated by Environmental Conditions and Forest Stand Age: A Model-Data Comparison. JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES[J]. 2019, 第 11 作者124(7): 2039-2059, http://dx.doi.org/10.1029/2018JG004777.
[24] Tian, Xiangjun, Zhang, Hongqin. A Big Data-Driven Nonlinear Least Squares Four-Dimensional Variational Data Assimilation Method: Theoretical Formulation and Conceptual Evaluation. EARTH AND SPACE SCIENCE[J]. 2019, 第 1 作者6(8): 1430-1439, https://doaj.org/article/a78a8d90a4864662aeb95aeaad31500e.
[25] Xiangjun TIAN, Xiaobing FENG. An Adjoint-Free CNOP–4DVar Hybrid Method for Identifying Sensitive Areas in Targeted Observations: Method Formulation and Preliminary Evaluation. 大气科学进展:英文版[J]. 2019, 第 1 作者721-732, http://lib.cqvip.com/Qikan/Article/Detail?id=68817490504849574855484852.
[26] Fu Yu, Liao Hong, Tian XiangJun, Gao Hao, Cai ZhaoNan, Han Rui. Sensitivity of the simulated CO2 concentration to inter-annual variations of its sources and sinks over East Asia. ADVANCES IN CLIMATE CHANGE RESEARCH[J]. 2019, 第 3 作者10(4): 250-263, http://lib.cqvip.com/Qikan/Article/Detail?id=7102110385.
[27] 张珊, 田向军, 陈权亮, 韩锐, 张洪芹, 张璐. 不同陆地生态系统碳通量对GEOS-Chem模型模拟全球CO2浓度的影响. 气候与环境研究[J]. 2019, 第 2 作者24(5): 552-566, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2018.18060.
[28] Tian, Xiangjun, Zhang, Hongqin. Implementation of a Modified Adaptive Covariance Inflation Scheme for the Big Data-Driven NLS-4DVar Algorithm. EARTH AND SPACE SCIENCE[J]. 2019, 第 1 作者6(12): 2593-2604, https://doaj.org/article/17dd13589703422c9c44227bca618adb.
[29] ZHANG Lu, TIAN Xiangjun, ZHANG Hongqin. Application of multigrid NLS-4DVar in radar radial velocity data assimilation with WRF-ARW. 大气和海洋科学快报:英文版[J]. 2019, 第 2 作者12(6): 409-416, https://doaj.org/article/4f456b2d8c1146df8282d89414707058.
[30] XiangjunTIAN, XiaobingFENG. An Adjoint-Free CNOP-4DVar Hybrid Method for Identifying Sensitive Areas in Targeted Observations: Method Formulation and Preliminary Evaluation. ADVANCES IN ATMOSPHERIC SCIENCES[J]. 2019, 第 1 作者36(7): 721-732, http://www.iapjournals.ac.cn:80/aas/en/article/doi/10.1007/s00376-019-9001-5.
[31] Shan ZHANG, Xiangjun TIAN. The impacts of modeling global CO2 concentrations with GEOS-Chem using different ocean carbon fluxes. ATMOSPHERIC AND OCEANIC SCIENCE LETTERS[J]. 2019, 第 2 作者12(5): 343-348, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849574853484854.
[32] Zhang, Hongqin, Tian, Xiangjun. A Multigrid Nonlinear Least Squares Four-Dimensional Variational Data Assimilation Scheme With the Advanced Research Weather Research and Forecasting Model. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2018, 第 2 作者  通讯作者  123(10): 5116-5129, https://www.webofscience.com/wos/woscc/full-record/WOS:000435445600020.
[33] Zhang, Hongqin, Tian, Xiangjun. An Efficient Local Correlation Matrix Decomposition Approach for the Localization Implementation of Ensemble-Based Assimilation Methods. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2018, 第 2 作者  通讯作者  123(7): 3556-3573, https://www.webofscience.com/wos/woscc/full-record/WOS:000430786500013.
[34] Tian, Xiangjun, Zhang, Hongqin, Feng, Xiaobing, Xie, Yuanfu. Nonlinear Least Squares En4DVar to 4DEnVar Methods for Data Assimilation: Formulation, Analysis, and Preliminary Evaluation. MONTHLY WEATHER REVIEW[J]. 2018, 第 1 作者  通讯作者  146(1): 77-93, https://www.webofscience.com/wos/woscc/full-record/WOS:000428699000005.
[35] Tian Xiangjun. A Multigrid Nonlinear Least-squares Four-dimensional Variational Data Assimilation Scheme with Advanced Research WRF (ARW).. Journal of Geophysical Research: Atmospheres. 2018, 第 1 作者
[36] 张斌, 田向军, 张立凤, 孙建华. 基于NLS-4DVar方法的雷达资料同化及其在暴雨预报中的应用. 大气科学[J]. 2017, 第 2 作者41(2): 321-332, http://www.iapjournals.ac.cn/dqkx/cn/article/doi/10.3878/j.issn.1006-9895.1605.16107.
[37] Tian, Xiangjun, Feng, Xiaobing. A nonlinear least-squares-based ensemble method with a penalty strategy for computing the conditional nonlinear optimal perturbations. QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY[J]. 2017, 第 1 作者  通讯作者  143(703): 641-649, https://www.webofscience.com/wos/woscc/full-record/WOS:000396560600003.
[38] Zhang Bin, Tian XiangJun, Zhang LiFeng, Sun JianHua. Handling non-linearity in radar data assimilation using the non-linear least squares enhanced POD-4DVar. SCIENCE CHINA-EARTH SCIENCES[J]. 2017, 第 2 作者  通讯作者  60(3): 478-490, https://www.webofscience.com/wos/woscc/full-record/WOS:000394988300006.
[39] Kou, Xingxia, Tian, Xiangjun, Zhang, Meigen, Peng, Zhen, Zhang, Xiaoling. Accounting for CO2 Variability over East Asia with a Regional Joint Inversion System and Its Preliminary Evaluation. JOURNAL OF METEOROLOGICAL RESEARCH[J]. 2017, 第 2 作者31(5): 834-851, http://lib.cqvip.com/Qikan/Article/Detail?id=81888887504849554853484851.
[40] 张璐, 田向军, 刘宣飞, 师春香. 基于多重网格策略的NLS-3DVar资料融合方法及其在气温数据融合中的应用. 气候与环境研究[J]. 2017, 第 2 作者22(3): 271-288, http://www.iapjournals.ac.cn/qhhj/article/doi/10.3878/j.issn.1006-9585.2016.16140.
[41] Rui Ma, Li Zhang, Xiangjun Tian, Jiancai Zhang, Wenping Yuan, Yi Zheng, Xiang Zhao, Tomomichi Kato. Assimilation of Remotely-Sensed Leaf Area Index into a Dynamic Vegetation Model for Gross Primary Productivity Estimation. REMOTE SENSING[J]. 2017, 第 3 作者9(3): https://doaj.org/article/87e1f47075414d6da90fa39d99b1b303.
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[44] 田向军, 陈报章, 王雪梅, 张丽, 蔡兆男. 源碳观测数据融合与同化技术研究2014年度报告. 科技资讯[J]. 2016, 第 1 作者14(25): 183-183, http://lib.cqvip.com/Qikan/Article/Detail?id=670629497.
[45] 张洪芹, 田向军, 张承明. 非线性集合四维变分同化方法NLS-4DVar之局地化改进. 中国海洋大学学报（自然科学版）[J]. 2016, 第 2 作者46(10): 10-15, https://d.wanfangdata.com.cn/periodical/qdhydxxb201610002.
[46] Tian, Xiangjun, Feng, Xiaobing, Zhang, Hongqin, Zhang, Bin, Han, Rui. An enhanced ensemble-based method for computing CNOPs using an efficient localization implementation scheme and a two-step optimization strategy: formulation and preliminary tests. QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY[J]. 2016, 第 1 作者  通讯作者  142(695): 1007-1016, https://www.webofscience.com/wos/woscc/full-record/WOS:000372951300039.
[47] X Ma, X Tian, X Kou, M Zhang, Z Peng. A regional carbon data assimilation system and its preliminary evaluation in East Asia. 2015, http://oa.las.ac.cn/oainone/service/browseall/read1?ptype=JA&workid=JA201707072236337ZK.
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[49] ZHANG Hong-Qin, TIAN Xiang-Jun, ZHANG Cheng-Ming. An Economical Approach to Flow-Adaptive Moderation of Spurious Ensemble Correlations and Its Application in the Proper Orthogonal Decomposition-Based Ensemble Four Dimensional Variational Assimilation Method. 大气和海洋科学快报：英文版[J]. 2015, 第 2 作者320-325, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534853484951.
[50] Sun Qin, Xie ZhengHui, Tian XiangJun. GRACE terrestrial water storage data assimilation based on the ensemble four-dimensional variational method PODEn4DVar: Method and validation. SCIENCE CHINA-EARTH SCIENCES[J]. 2015, 第 3 作者58(3): 371-384, https://www.webofscience.com/wos/woscc/full-record/WOS:000349767600005.
[51] Zhang, Bin, Tian, Xiangjun, Sun, Jianhua, Chen, Feng, Zhang, Yuanchun, Zhang, Lifeng, Fu, Shenming. PODEn4DV ar-based radar data assimilation scheme: formulation and preliminary results from real-data experiments with advanced research WRF (ARW). TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY[J]. 2015, 第 2 作者  通讯作者  67: https://www.webofscience.com/wos/woscc/full-record/WOS:000349406900001.
[52] 张建财, 张丽, 郑艺, 田向军, 周宇. 基于LPJ模型的中亚地区植被净初级生产力与蒸散模拟. 草业科学[J]. 2015, 第 4 作者32(11): 1721-1729, http://lib.cqvip.com/Qikan/Article/Detail?id=666771839.
[53] Tian, Xiangjun, Feng, Xiaobing. A non-linear least squares enhanced POD-4DVar algorithm for data assimilation. TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY[J]. 2015, 第 1 作者  通讯作者  67: https://www.webofscience.com/wos/woscc/full-record/WOS:000348723900001.
[54] Zhang Hongqin, Tian Xiangjun, Zhang Chengming. An Economical Approach to Flow-Adaptive Moderation of Spurious Ensemble Correlations and Its Application in the Proper Orthogonal Decomposition-Based Ensemble Four Dimensional Variational Assimilation Method. 大气和海洋科学快报：英文版[J]. 2015, 第 2 作者320-325, http://lib.cqvip.com/Qikan/Article/Detail?id=65798376504849534853484951.
[55] 王爱文, 谢正辉, , 田向军, 秦佩华. 考虑冻融界面变化的土壤水热耦合模型. 中国科学（地球科学）[J]. 2014, 第 4 作者44(7): 1572-1587, https://d.wanfangdata.com.cn/periodical/zgkx-cd201407019.
[56] 孙琴, 谢正辉, 田向军. 基于集合四维变分方法PODEn4DVar的GRACE陆地水储量同化：方法与验证. 中国科学（地球科学）[J]. 2014, 第 3 作者44(12): 2753-2767, https://d.wanfangdata.com.cn/periodical/zgkx-cd201412014.
[57] WANG Jiang-Nan, TIAN Xiang-Jun, FU Yu. Model-Simulated Atmospheric Carbon Dioxide: Comparisons with Satellite Retrievals and Ground-Based Observations. 大气和海洋科学快报：英文版[J]. 2014, 第 2 作者481-486, http://lib.cqvip.com/Qikan/Article/Detail?id=662779074.
[58] Tian, X, Xie, Z, Liu, Y, Cai, Z, Fu, Y, Zhang, H, Feng, L. A joint data assimilation system (Tan-Tracker) to simultaneously estimate surface CO2 fluxes and 3-D atmospheric CO2 concentrations from observations. ATMOSPHERIC CHEMISTRY AND PHYSICS[J]. 2014, 14(23): 13281-13293, https://www.webofscience.com/wos/woscc/full-record/WOS:000346140100040.
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[62] Tian Xiangjun. A Local Implementation of the POD-Based Ensemble 4DVar with R-Localization. 大气和海洋科学快报：英文版[J]. 2014, 第 1 作者11-16, http://lib.cqvip.com/Qikan/Article/Detail?id=49708617.
[63] Wang AiWen, Xie ZhengHui, Feng XiaoBing, Tian XiangJun, Qin PeiHua. A soil water and heat transfer model including changes in soil frost and thaw fronts. SCIENCE CHINA-EARTH SCIENCES[J]. 2014, 第 4 作者57(6): 1325-1339, https://www.webofscience.com/wos/woscc/full-record/WOS:000336380400018.
[64] Wang AiWen, Xie ZhengHui, Feng XiaoBing, Tian XiangJun, Qin PeiHua. A soil water and heat transfer model including changes in soil frost and thaw fronts. SCIENCE CHINA-EARTH SCIENCES[J]. 2014, 第 4 作者57(6): 1325-1339, https://www.webofscience.com/wos/woscc/full-record/WOS:000336380400018.
[65] LIU Jian-Guo, XIE Zheng-Hui, JIA Bing-Hao, TIAN Xiang-Jun, QIN Pei-Hua, ZOU Jing, YU Yan, SUN Qin, WANG Yuan-Yuan, XIE Jin-Bo, XIE Zhi-Peng. The Long-Term Field Experiment Observatory and Preliminary Analysis of Land-Atmosphere Interaction over Hilly Zone in the Subtropical Monsoon Region of Southern China. 大气和海洋科学快报：英文版[J]. 2013, 第 4 作者6(4): 203-209, http://lib.cqvip.com/Qikan/Article/Detail?id=46807856.
[66] Jia, Binghao, Tian, Xiangjun, Xie, Zhenghui, Liu, Jianguo, Shi, Chunxiang. Assimilation of microwave brightness temperature in a land data assimilation system with multi-observation operators. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2013, 第 2 作者118(10): 3972-3985, https://www.webofscience.com/wos/woscc/full-record/WOS:000325272000005.
[67] Xie Zhenghui. Implementations of a square-root ensemble analysis and a hybrid localization into the POD-based ensemble 4DVar,. Tellus-A. 2012, 
[68] Pan, Xiaoduo, Tian, Xiangjun, Li, Xin, Xie, Zhenghui, Shao, Aimei, Lu, Chunyan. Assimilating Doppler radar radial velocity and reflectivity observations in the weather research and forecasting model by a proper orthogonal-decomposition-based ensemble, three-dimensional variational assimilation method. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2012, 第 2 作者117(D17): https://www.webofscience.com/wos/woscc/full-record/WOS:000308890200002.
[69] TIAN XiangJun, XIE ZhengHui, WANG AiHui, YANG XiaoChun. A new approach for Bayesian model averaging. 中国科学：地球科学英文版[J]. 2012, 第 1 作者55(8): 1336-1344, http://lib.cqvip.com/Qikan/Article/Detail?id=42771749.
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[71] Tian, Xiangjun, Xie, Zhenghui. Implementations of a square-root ensemble analysis and a hybrid localisation into the POD-based ensemble 4DVar. TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY[J]. 2012, 第 1 作者  通讯作者  64: https://doaj.org/article/df6bff7f96a048ee99756db0468488ed.
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[73] Di ZhenHua, Xie ZhengHui, Yuan Xing, Tian XiangJun, Luo ZhenDong, Chen YaNing. Prediction of water table depths under soil water-groundwater interaction and stream water conveyance. SCIENCE CHINA-EARTH SCIENCES[J]. 2011, 第 4 作者54(3): 420-430, http://lib.cqvip.com/Qikan/Article/Detail?id=36943821.
[74] 田向军, 谢正辉, 王爱慧, 杨晓春. 一种求解贝叶斯模型平均的新方法. 中国科学：地球科学[J]. 2011, 第 1 作者41(11): 1679-1687, http://lib.cqvip.com/Qikan/Article/Detail?id=40045837.
[75] Wang, Aiwen, Li, Jian, Di, Zhenhua, Tian, Xiangjun, Xie, Dongxiu. A New Reduced Stabilized Mixed Finite-Element Method Based on Proper Orthogonal Decomposition for the Transient Navier-Stokes Equations. MATHEMATICAL PROBLEMS IN ENGINEERING[J]. 2011, 第 4 作者2011: https://doaj.org/article/8b5875b1e8c6410d8354caf7d5ecbc9b.
[76] DI ZhenHua, XIE ZhengHui, YUAN Xing, TIAN XiangJun, LUO ZhenDong, CHEN YaNing. Prediction of water table depths under soil water-groundwater interaction and stream water conveyance. 中国科学：地球科学英文版[J]. 2011, 第 4 作者54(3): 420-430, http://lib.cqvip.com/Qikan/Article/Detail?id=36943821.
[77] 狄振华, 谢正辉, 袁星, 田向军, 罗振东, 陈亚宁. 输水条件下考虑土壤水和地下水相互作用的河流剖面地下水埋深估计方法. 中国科学：地球科学[J]. 2010, 第 4 作者1420-1430, http://lib.cqvip.com/Qikan/Article/Detail?id=36029579.
[78] 贾炳浩, 谢正辉, 田向军, 师春香. 基于微波亮温及集合Kalman滤波的土壤湿度同化方案. 中国科学. 地球科学[J]. 2010, 第 3 作者40(2): 239-251, https://www.sciengine.com/doi/10.1360/zd2010-40-2-239.
[79] Tian, Xiangjun, Xie, Zhenghui, Dai, Aiguo. An ensemble conditional nonlinear optimal perturbation approach: Formulation and applications to parameter calibration. WATER RESOURCES RESEARCH[J]. 2010, 第 1 作者  通讯作者  46(9): https://www.webofscience.com/wos/woscc/full-record/WOS:000282438600005.
[80] Tian, Xiangjun, Xie, Zhenghui, Dai, Aiguo, Jia, Binghao, Shi, Chunxiang. A microwave land data assimilation system: Scheme and preliminary evaluation over China. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2010, 第 1 作者115(D21): https://www.webofscience.com/wos/woscc/full-record/WOS:000283945900004.
[81] 贾炳浩, 谢正辉, 田向军, 师春香. 基于微波亮温及集合Kalman滤波的土壤湿度同化方案. 中国科学：D辑[J]. 2010, 第 3 作者239-251, http://lib.cqvip.com/Qikan/Article/Detail?id=32980648.
[82] Tian Xiangjun. An explcit four-dimensional variational data assimilation method based on the properorthogonal decomposition: theoretics and evaluation. Science in China(D). 2009, 第 1 作者
[83] Tian XiangJun, Xie ZhengHui. An explicit four-dimensional variational data assimilation method based on the proper orthogonal decomposition: Theoretics and evaluation. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2009, 第 1 作者  通讯作者  52(2): 279-286, https://www.webofscience.com/wos/woscc/full-record/WOS:000262684300014.
[84] Tian XiangJun, Xie ZhengHui. Effects of sample density on the assimilation performance of an explicit four-dimensional variational data assimilation method. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2009, 第 1 作者  通讯作者  52(11): 1849-1856, https://www.webofscience.com/wos/woscc/full-record/WOS:000272033200015.
[85] 田向军, 谢正辉. 基于本征正交分解的显式四维变分同化方法：理论与验证. 中国科学：D辑[J]. 2009, 第 1 作者529-536, http://lib.cqvip.com/Qikan/Article/Detail?id=30254118.
[86] 田向军, 谢正辉. 基于本征正交分解的显式四维变分同化方法：理论与验证. 中国科学：D辑[J]. 2009, 第 1 作者529-536, http://lib.cqvip.com/Qikan/Article/Detail?id=30254118.
[87] Jia BingHao, Xie ZhengHui, Tian XiangJun, Shi ChunXiang. A soil moisture assimilation scheme based on the ensemble Kalman filter using microwave brightness temperature. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2009, 第 3 作者52(11): 1835-1848, http://www.corc.org.cn/handle/1471x/2394477.
[88] Jia BingHao, Xie ZhengHui, Tian XiangJun, Shi ChunXiang. A soil moisture assimilation scheme based on the ensemble Kalman filter using microwave brightness temperature. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2009, 第 3 作者52(11): 1835-1848, http://www.corc.org.cn/handle/1471x/2394477.
[89] Tian, Xiangjun, Xie, Zhenghui, Dai, Aiguo, Shi, Chunxiang, Jia, Binghao, Chen, Feng, Yang, Kun. A dual-pass variational data assimilation framework for estimating soil moisture profiles from AMSR-E microwave brightness temperature. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2009, 第 1 作者  通讯作者  114: http://www.irgrid.ac.cn/handle/1471x/311145.
[90] 田向军, 谢正辉. 考虑次网格变异性和土壤冻融过程的土壤湿度同化方案. 中国科学：D辑[J]. 2008, 第 1 作者38(6): 741-749, http://lib.cqvip.com/Qikan/Article/Detail?id=29079603.
[91] Tian, Xiangjun, Xie, Zhenghui, Dai, Aiguo. An ensemble-based explicit four-dimensional variational assimilation method. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2008, 第 1 作者  通讯作者  113(D21): https://www.webofscience.com/wos/woscc/full-record/WOS:000260992600002.
[92] Tian XiangJun, Xie ZhengHui. A land surface soil moisture data assimilation framework in consideration of the model subgrid-scale heterogeneity and soil water thawing and freezing. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2008, 第 1 作者  通讯作者  51(7): 992-1000, https://www.webofscience.com/wos/woscc/full-record/WOS:000257332400009.
[93] Yuan, Xing, Xie, Zhenghui, Zheng, Jing, Tian, Xiangjun, Yang, Zongliang. Effects of water table dynamics on regional climate: A case study over east Asian monsoon area. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2008, 第 4 作者113(D21): https://www.webofscience.com/wos/woscc/full-record/WOS:000260992200005.
[94] Tian, Xiangjun, Xie, Zhenghui, Dai, Aiguo. A land surface soil moisture data assimilation system based on the dual-UKF method and the Community Land Model. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES[J]. 2008, 第 1 作者  通讯作者  113(D14): https://www.webofscience.com/wos/woscc/full-record/WOS:000258150800005.
[95] 田向军, 谢正辉. 考虑次网格变异性和土壤冻融过程的土壤湿度同化方案. 中国科学：D辑[J]. 2008, 第 1 作者38(6): 741-749, http://lib.cqvip.com/Qikan/Article/Detail?id=29079603.
[96] Tian XiangJun, Xie ZhengHui. A land surface soil moisture data assimilation framework in consideration of the model subgrid-scale heterogeneity and soil water thawing and freezing. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2008, 第 1 作者  通讯作者  51(7): 992-1000, https://www.webofscience.com/wos/woscc/full-record/WOS:000257332400009.
[97] 张生雷, 谢正辉, 田向军, 师春香, 陈锋. 基于土壤水模型及站点资料的土壤湿度同化方法. 地球科学进展[J]. 2006, 第 3 作者21(12): 1350-1362, http://www.adearth.ac.cn/CN/10.11867/j.issn.1001-8166.2006.12.1350.
[98] Tian Xiangjun, Xie Zhenghui, Zhang Shenglei, Liang Miaoling. A subsurface runoff parameterization with water storage and recharge based on the Boussinesq-Storage Equation for a Land Surface Model. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2006, 第 1 作者49(6): 622-631, http://www.corc.org.cn/handle/1471x/2378721.
[99] 田向军, 谢正辉, 张生雷, 粱妙玲. 基于Boussinesq-Storage 方程同时考虑水分储存和入渗的地下径流机制. 中国科学D辑[J]. 2006, 第 1 作者36(4): 375-384, https://d.wanfangdata.com.cn/periodical/zgkx-cd200604009.

   

（ 1 ） 基于Bayesian模型平均观测算子的陆面数据同化与参数率定系统, 负责人, 国家任务, 2010-12--2013-12
（ 2 ） 基于混合四维数据同化方法及多观测算子的陆面数据同化与参数率定系统, 负责人, 中国科学院计划, 2011-01--2013-12
（ 3 ） 基于碳卫星的遥感定量监测应用技术研究, 负责人, 国家任务, 2013-01--2014-12
（ 4 ） 基于非线性集合四维变分同化方法NLS-4DVar的土壤温、湿度协调同化研究, 负责人, 国家任务, 2016-01--2019-12
（ 5 ） 多源卫星与地面观测数据联合碳同化技术研究, 负责人, 国家任务, 2016-06--2021-05
（ 6 ） 基于多重网格 NLS-4DVar 陆气耦合数据 同化研究, 负责人, 国家任务, 2020-01--2023-12
（ 7 ） 青藏高原气候变化与生态系统碳循环, 负责人, 国家任务, 2022-10--2025-09
（ 8 ） 青藏高原数据同化系统 TP-SNAP 的构建, 负责人, 国家任务, 2022-12--2025-11

（1）基于卫星遥感的全球碳盘点：独立自主的全链条方法与体系   第五届中国碳卫星发展与应用研讨会   2023-12-22
（2）Chinese atmospheric inversion system GONGGA   2023-01-30
（3）中国自主大气反演系统GONHGA(贡嘎)   基础科学促进可持续发展国际年(IYBSSD)—— ⽓候环境变化与可持续发展国 际论坛   2022-11-22

已指导学生

王江楠  硕士研究生  070620-地球流体力学  

孙琴  博士研究生  070601-气象学  

寇星霞  博士研究生  070602-大气物理学与大气环境  

张洪芹  博士研究生  070601-气象学  

韩锐  博士研究生  070601-气象学  

张璐  博士研究生  070601-气象学  

张珊  博士研究生  070601-气象学  

金哲  博士研究生  070601-气象学  

现指导学生

谈艳艳  硕士研究生  070602-大气物理学与大气环境  

杨兴超  博士研究生  070602-大气物理学与大气环境