人才详细信息

姓名:田向军
性别:
学历:博士
专家类别:研究员
电话:
传真:010-84097079
电子邮箱:tianxj@itpcas.ac.cn
职称:研究员
通讯地址:北京市朝阳区林萃路16号院3号楼

简介

教育经历 

19969-20008 首都师范大学 计算数学专业 学士 

20009-20038 首都师范大学 计算数学专业 硕士 

20039-20068 中国科学院大气物理研究所 气象学 

工作经历 

20069-200912 中国科学院大气物理研究所 助理研究员 

20101-201312 中国科学院大气物理研究所 副研究员 

20141-20214 中国科学院大气物理研究所 研究员 

20215-至今 中国科学院青藏高原研究所 研究员 

研究方向

先进资料同化方法发展及其在天气、气候与环境中的应用  

职务

社会任职

承担项目

1.国家重点研发计划“多源卫星与地面观测数据联合碳同化技术研究”,2016.06-2021.05,课题主持 

2.国家自然科学基金面上项目“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”,2016.01-2019.12,主持 

3.国家高技术研究发展计划(863计划)项目“基于碳卫星的遥感定量监测应用技术研究”,2013.03-2015.12,项目首席科学家 

4.国家自然科学基金面上项目“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”,2011.01-2013.12,主持 

5.中国科学院知识创新工程青年人才类重要方向项目“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”,2011.01-2013.12,主持 

6.国家高技术研究发展计划(863计划)项目“多同化算法的土壤温、湿度同化系统”, 2009.01-2010.12,主持 

7.国家自然科学基金青年基金项目“地下水位变化对气候影响的数值模拟研究”,2008.01-2010.12,主持 

获奖及荣誉

代表论著

(1) Xiangjun Tian; Hongqin Zhang*; A big data‐driven nonlinear least squares four‐dimensional variational data assimilation method: Theoretical formulation and conceptual evaluation, Earth and Space Science, 2019, 6(1):1-10.

(2) Xiangjun Tian*; Hongqin Zhang; Xiaobing Feng; Yuanfu Xie; Nonlinear least squares En4DVar to 4DEnVar methods for data Assimilation: Formulation, analysis, and preliminary evaluation, Monthly Weather Review, 2018, 146(1):77-93.

(3) Xiangjun Tian*; Xiaobing Feng; An adjoint-free CNOP–4DVar hybrid method for identifying sensitive areas in targeted observations: Method formulation and preliminary evaluation, Adv. Atmos. Sci., 2019, 36(7): 721-732.

(4) Hongqin Zhang; Xiangjun Tian*; 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, 2018, 123(10): 5116-5129.

(5) Xiangjun Tian*; Xiaobing Feng; A nonlinear least-squares-based ensemble method with a penalty strategy for computing the conditional nonlinear optimal perturbations, Q. J. R. Meteorol. Soc., 2017, 143(703): 641-649.

(6) Xiangjun Tian; Hongqin Zhang*; Implementation of a modied adaptive covariance inflation scheme for the big data-driven NLS-4DVar algorithm, Earth and Space Science, 2019, (6): 1-12.

(7) Shan Zhang; Xiangjun Tian*; The impacts of modeling global CO2 concentrations with GEOS-Chem using different ocean carbon fluxes, Atmos. Oceanic Sci. Lett., 2019, 12(5): 343-348.

(8) Jiangzhou Xia; Wenping Yuan*; Sebastian Lienert; Fortunat Joos; Philippe Ciais; Nicolas Viovy; Yingping Wang; Xufeng Wang; Haicheng Zhang; Yang Chen; Xiangjun Tian; Global patterns in net primary production allocation regulated by environmental conditions and forest stand age: A model‐data comparison, Journal of Geophysical Research: Biogeosciences, 2019, 124(7): 2039-2059.

(9) Lu Zhang; Xiangjun Tian*; Hongqin Zhang; Application of multigrid NLS-4DVar in radar radial velocity data assimilation with WRF-ARW, Atmos. Oceanic Sci. Lett., 2019, 12(6): 409-419.

(10) 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, 2019, 24(5): 552-566.

(11) Hongqin Zhang; Xiangjun Tian*; An efcient local correlation matrix decomposition approach for the localization implementation of ensemble-based assimilation methods, Journal of Geophysical Research: Atmospheres, 2018, 123(7): 3556-3573.

(12) 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 Sens., 2017, 9(3): 188.

(13) Xingxia Kou; Xiangjun Tian; Meigen Zhang*; Zhen Peng; Xiaoling Zhang; A ccounting for CO2 variability over East Asia with a regional joint inversion system and its preliminary evaluation, J. Meteor. Res., 2017, 31(5): 834-851.

(14) Bin Zhang; Xiangjun Tian*; Lifeng Zhang; Jianhua Sun; Handling non-linearity in radar data assimilation using the non-linear least squares enhanced POD-4DVar, Science China Earth Sciences, 2017, 60(3): 478-490.

(15) 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, 2017, 41(2): 321-332.

(16) Xiangjun Tian*; Xiaobing Feng; Hongqin Zhang; Bin Zhang; Rui Han; An enhanced ensemble-based method for computing CNOPs using an efficient localization implementation scheme and a two-step optimization strategy: Formulation and preliminary tests, Q. J. R. Meteorol. Soc., 2016, 142(695):1007-1016.

(17) 居为民*; 方红亮; 田向军; 江飞; 占文凤; 刘洋; 王正兴; 何剑锋; 王绍强; 彭书时; 张永光; 周艳莲; 贾炳浩; 杨东旭; 符瑜; 李荣; 柳竟先; 王海鲲; 李贵才; 陈卓奇; 基于多源卫星遥感的高分辨率全球碳同化系统研究, 地球科学进展, 2016, 31(11): 1105-1110.

(18) 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, 2016, 46(10): 010-015.

(19) Hongqin Zhang; Xiangjun Tian*; Chengming Zhang; 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, Atmos. Oceanic Sci. Lett., 2015, 8(5): 320-325.

(20) Xiangjun Tian*; Xiaobing Feng; A non-linear least squares enhanced POD-4DVar algorithm for data assimilation, Tellus A, 2015, 67(1): 25340.

(21) Xiangjun Tian*; A local implementation of the POD-based ensemble 4DVar with R-localization, Atmos. Oceanic Sci. Lett., 2015, 7(1): 11-16.

(22) Jiangnan Wang; Xiangjun Tian*; Yu Fu; Model simulated atmospheric carbon dioxide: Comparisons with satellite retrievals and ground-based observations, Atmos. Oceanic Sci. Lett., 2015, 7(6): 481-486.

(23) Zhen Peng*; Meigen Zhang; Xingxia Kou; Xiangjun Tian; Xiaoxing Ma; A regional carbon data assimilation system and its preliminary evaluation in East Asia, Atmos. Chem. Phys., 2015, 15(2): 1087-1104.

(24) Bin Zhang; Xiangjun Tian*; Jianhua Sun; Feng Chen; Yuanchun Zhang; Lifeng Zhang; Shenming Fu; PODEn4DVar-based radar data assimilation scheme: Formulation and preliminary results from real-data experiments with advanced research WRF (ARW), Tellus A, 2015, 67(1): 26045.

(25) Bin Zhang; Xiangjun Tian*; Jianhua Sun; Feng Chen; Yuanchun Zhang; Lifeng Zhang; Shenming Fu; PODEn4DVar-based radar data assimilation scheme: Formulation and preliminary results from real-data experiments with advanced research WRF (ARW), Tellus A, 2015, 67(1): 26045.

(26) Xiangjun Tian; Zhenghui Xie; Zhaonan Cai*; Yi Liu; Yu Fu; Huifang Zhang; The Chinese carbon cycle data-assimilation system (Tan-Tracker), Chinese science bulletin, 2014, 59(14): 1541-1546.

(27) Aiwen Wang; Zhenghui Xie*; Xiaobing Feng; Xiangjun Tian; Peihua Qin; A soil water and heat transfer model including changes in soil frost and thaw fronts, Science China Earth Sciences, 2014, 57(6): 1325-1339.

(28) Qin Sun; Zhenghui Xie*; Xiangjun Tian; GRACE terrestrial water storage data assimilation based on the ensemble four-dimensional variational method PODEn4DVar: Method and validation, Science China Earth Sciences, 2014, 58(3):371-384.

(29) Binghao Jia; Xiangjun Tian; Zhenghui Xie*; Jianguo Liu; Chunxiang Shi; Assimilation of microwave brightness temperature in a land data assimilation system with multi-observation operators, Journal of Geophysical Research: Atmospheres, 2013, 118(10): 3972-3985.

(30) Jianguo Liu; Zhenghui Xie*; Binghao Jia; Xiangjun Tian; Peihua Qin; Jing Zou; Yan Yu; Qin Sun; Yuanyuan Wang; Jinbo Xie; Zhipeng Xie; The long-term field experiment observatory and preliminary analysis of land-atmosphere interactions over Hilly zone in the subtropical Monsoon region of Southern China, Atmos. Oceanic Sci. Lett., 2013, 6(4): 203-209.

(31) Xiaoduo Pan*; Xiangjun Tian; Xin Li; Zhenghui Xie; Aimei Shao; Chunyan Lu; 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, 2012, 117(D17113).

(32) Xiangjun Tian*; Zhenghui Xie; Aihui Wang; Xiaochun Yang; A new approach for Bayesian model averaging, Science China Earth Sciences, 2012, 55: 1336-1344.

(33) Xiangjun Tian*; Zhenghui Xie; Implementations of a square-root ensemble analysis and a hybrid localization into the POD-based ensemble 4DVar, Tellus A, 2012, 64(1): 18375.

(34) Xiangjun Tian*; Zhenghui Xie; Qin Sun; A POD-based ensemble four dimensional variational assimilation method, Tellus A, 2011, 63(4): 805-816.

(35) 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, 2011, 41(11): 1679-1687.

(36) Xiangjun Tian*; Zhenghui Xie; Aiguo Dai; Binghao Jia; Chunxiang Shi; A microwave land data assimilation system: Scheme and preliminary evaluation over China, Journal of Geophysical Research: Atmospheres , 2010, 115.

(37) Xiangjun Tian*; Zhenghui Xie; Aiguo Dai; An ensemble conditional nonlinear optimal perturbation approach: Formulation and applications to parameter calibration, Water Resources Research, 2010, 46(9).

(38) Xiangjun Tian*; Zhenghui Xie; An ensemble-based three-dimensional variational assimilation method for land data assimilation, Atmospheric and Oceanic Science Letters, 2009, 2(3): 125-129.

(39) Binghao Jia; Zhenghui Xie*; Xiangjun Tian; Chunxiang Shi; A soil moisture assimilation scheme based on ensemble Kalman filter using microwave brightness temperature, Science in China Series D: Earth Sciences, 2009, 52(11): 1835.

(40) Xiangjun Tian*; Zhenghui Xie; An explicit four-dimensional variational data assimilation method based on the proper orthogonal decomposition: theoretics and evaluation, Science in China Series D: Earth Sciences, 2009, 52(2): 279-286.

(41) Xiangjun Tian*; Zhenghui Xie; Effects of sample density on the

assimilation performance of an explicit four-dimensional variational data assimilation method, Science in China Series D: Earth Sciences , 2009, 52(11): 1849-1856.

(42) Xiangjun Tian*; Zhenghui Xie; Aiguo Dai; Chunxiang Shi; Binghao Jia; Feng Chen; Kun Yang; A dual-pass variational data assimilation framework for estimating soil moisture profiles from AMSR-E microwave brightness temperature, Journal of Geophysical Research: Atmospheres, 2009, 114.

(43) 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:地球科学, 2009, 52(2): 279-286.

(44) 田向军*; 谢正辉; 考虑次网格变异性和土壤冻融的土壤湿度同化方案, 中国科学:地球科学, 2008, 38(5): 1-9.

(45) Xiangjun Tian*; Zhenghui Xie; Aiguo Dai; A land surface soil moisture data assimilation system based on the dual-UKF method and the Community Land Model, Journal of Geophysical Research: Atmospheres, 2008, 113.

(46) Xiangjun Tian*; Zhenghui Xie; 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, 2008, 38(6): 992-1000.

(47) Xiangjun Tian*; Zhenghui Xie; Aiguo Dai; An ensemble-based explicit four-dimensional variational assimilation method, Journal of Geophysical Research: Atmospheres , 2008, 113.

(48) Xiangjun Tian*; Aiguo Dai; Daqing Yang; Zhenghui Xie; Effects of precipitation-bias corrections on surface hydrology over northern latitudes, Journal of Geophysical Research: Atmospheres, 2007, 112.

(49) Xiangjun Tian; Zhenghui Xie*; Shenglei Zhang; Miaoling Liang; 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, 2006, 49(6): 622-631.

(50) 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与入渗的地下径流机制, 中国科学:地球科学, 2006, 36(4): 375-384.