基本信息
田向军  男  博导  中国科学院青藏高原研究所
电子邮件: tianxj@itpcas.ac.cn
通信地址: 北京9804信箱
邮政编码: 100101

研究领域

先进资料同化方法发展及其在天气、气候与环境中的应用 


招生信息

   
招生专业
070602-大气物理学与大气环境
招生方向
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

教育背景

2006-06--2006-08   中国科学院大气物理研究所   博士
学历
-- 研究生
学位
-- 博士

工作经历

   
工作简历
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
社会兼职
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,

专利与奖励

   
奖励信息
(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
专利成果
( 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

出版信息

   
发表论文
(1) Optimal design of surface CO2 observation network to constrain China’s land carbon sink, SCIENCE BULLETIN, 2023, 第 2 作者
(2) Constraint of satellite CO_(2)retrieval on the global carbon cycle from a Chinese atmospheric inversion system, Constraint of satellite CO2 retrieval on the global carbon cycle from a Chinese atmospheric inversion system, SCIENCE CHINA-EARTH SCIENCES, 2023, 第 6 作者
(3) 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, Constraint of satellite CO_(2) retrieval on the global carbon cycle from a Chinese atmospheric inversion system, 中国科学:地球科学, 2023, 第 6 作者
(4) Constraining China's land carbon sink from emerging satellite CO2 observations: Progress and challenges, GLOBAL CHANGE BIOLOGY, 2022, 第 2 作者
(5) Global Carbon Budget 2022, EARTH SYSTEM SCIENCE DATA, 2022, 第 90 作者
(6) 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, 2022, 第 2 作者
(7) A Mini‐Batch Stochastic Optimization‐Based Adaptive Localization Scheme and Its Implementation in NLS‐i4DVar, EARTH AND SPACE SCIENCE, 2022, 第 2 作者
(8) Constraint of satellite CO2 retrieval on the global carbon cycle from a Chinese atmospheric inversion system, sciencechinaearthsciences, 2022, 第 6 作者
(9) i4DVar: An Integral Correcting Four-Dimensional Variational Data Assimilation Method, EARTH AND SPACE SCIENCE, 2021, 第 1 作者
(10) 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, 2021, 第 5 作者
(11) 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, 2021, 第 2 作者
(12) A nonlinear least squares four-dimensional variational data assimilation system for PM2.5 forecasts (NASM): Description and preliminary evaluation, ATMOSPHERIC POLLUTION RESEARCH, 2021, 第 2 作者
(13) Impact of Prior Terrestrial Carbon Fluxes on Simulations of Atmospheric CO2 Concentrations, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2021, 第 3 作者
(14) 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, 2021, 第 2 作者
(15) Impacts of Multigrid NLS-4DVar-based Doppler Radar Observation Assimilation on Numerical Simulations of Landfalling Typhoon Haikui (2012), Impacts of Multigrid NLS-4DVar-based Doppler Radar Observation Assimilation on Numerical Simulations of Landfalling Typhoon Haikui (2012), ADVANCES IN ATMOSPHERIC SCIENCES, 2020, 第 2 作者
(16) Improved methods for estimating equilibrium climate sensitivity from transient warming simulations, CLIMATE DYNAMICS, 2020, 第 5 作者
(17) System of Multigrid Nonlinear Least-squares Four-dimensional Variational Data Assimilation for Numerical Weather Prediction(SNAP):System Formulation and Preliminary Evaluation, 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, 2020, 第 2 作者
(18) An Adjoint-Free Alternating Direction Method for Four-Dimensional Variational Data Assimilation With Multiple Parameter Tikhonov Regularization, EARTH AND SPACE SCIENCE, 2020, 第 1 作者
(19) Improved ET assimilation through incorporating SMAP soil moisture observations using a coupled process model: A study of U.S. arid and semiarid regions, JOURNAL OF HYDROLOGY, 2020, 第 5 作者
(20) An Adjoint-Free CNOP-4DVar Hybrid Method for Identifying Sensitive Areas Targeted Observations: Method Formulation and Preliminary Evaluation, ADVANCES IN ATMOSPHERIC SCIENCES, 2019, 第 1 作者
(21) 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, 通讯作者
(22) A Big Data-Driven Nonlinear Least Squares Four-Dimensional Variational Data Assimilation Method: Theoretical Formulation and Conceptual Evaluation, EARTH AND SPACE SCIENCE, 2019, 第 1 作者
(23) An Adjoint-Free CNOP–4DVar Hybrid Method for Identifying Sensitive Areas in Targeted Observations: Method Formulation and Preliminary Evaluation, 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, 2019, 第 1 作者
(24) Sensitivity of the simulated CO2 concentration to inter-annual variations of its sources and sinks over East Asia, Sensitivity of the simulated CO2 concentration to inter-annual variations of its sources and sinks over East Asia, ADVANCES IN CLIMATE CHANGE RESEARCH, 2019, 第 3 作者
(25) 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, Effect of Terrestrial Ecosystem Carbon Fluxes on Simulating Global CO2 Concentration Using the GEOS-Chem Model, 气候与环境研究, 2019, 第 2 作者
(26) Implementation of a Modified Adaptive Covariance Inflation Scheme for the Big Data-Driven NLS-4DVar Algorithm, EARTH AND SPACE SCIENCE, 2019, 第 1 作者
(27) Application of multigrid NLS-4DVar in radar radial velocity data assimilation with WRF-ARW, 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, 2019, 第 2 作者
(28) An Adjoint-Free CNOP–4DVar Hybrid Method for Identifying Sensitive Areas in Targeted Observations: Method Formulation and Preliminary Evaluation, ADVANCES IN ATMOSPHERIC SCIENCES, 2019, 第 1 作者
(29) The impacts of modeling global CO_2 concentrations with GEOS-Chem using different ocean carbon fluxes, ATMOSPHERIC AND OCEANIC SCIENCE LETTERS, 2019, 第 2 作者
(30) 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, 第 2 作者
(31) An Efficient Local Correlation Matrix Decomposition Approach for the Localization Implementation of Ensemble-Based Assimilation Methods, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2018, 第 2 作者
(32) Nonlinear Least Squares En4DVar to 4DEnVar Methods for Data Assimilation: Formulation, Analysis, and Preliminary Evaluation, MONTHLY WEATHER REVIEW, 2018, 第 1 作者
(33) 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
(34) 基于NLS-4DVar方法的雷达资料同化及其在暴雨预报中的应用, The Radar Data Assimilation System Based on NLS-4DVar and Its Application in Heavy Rain Forecast, 大气科学, 2017, 第 2 作者
(35) 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, 2017, 第 1 作者
(36) Handling non-linearity in radar data assimilation using the non-linear least squares enhanced POD-4DVar, SCIENCE CHINA-EARTH SCIENCES, 2017, 第 2 作者
(37) Accounting for CO2 Variability over East Asia with a Regional Joint Inversion System and Its Preliminary Evaluation, Accounting for CO_2 Variability over East Asia with a Regional Joint Inversion System and Its Preliminary Evaluation, JOURNAL OF METEOROLOGICAL RESEARCH, 2017, 第 2 作者
(38) 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, NLS-3DVar Data Fusion Method Based on Multigrid Implementation Strategy and Its Application in Temperature Data Fusion, 气候与环境研究, 2017, 第 2 作者
(39) Assimilation of Remotely-Sensed Leaf Area Index into a Dynamic Vegetation Model for Gross Primary Productivity Estimation, REMOTE SENSING, 2017, 第 3 作者
(40) 基于多源卫星遥感的高分辨率全球碳同化系统研究, 2016, 第 3 作者
(41) 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, 第 3 作者
(42) 源碳观测数据融合与同化技术研究2014年度报告, The Annual Technical Reports of the 863 Project, 科技资讯, 2016, 第 1 作者
(43) 非线性集合四维变分同化方法NLS-4DVar之局地化改进, An Improved Localization Scheme to the NLS-4DVar Method, 中国海洋大学学报(自然科学版), 2016, 第 2 作者
(44) 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, 2016, 第 1 作者
(45) A regional carbon data assimilation system and its preliminary evaluation in East Asia, 2015, 
(46) PODEn4DVar-based radar data assimilation scheme: formulation and preliminary results from real-data experiments with advanced research WRF (ARW), 2015, 
(47) 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, 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, 2015, 第 2 作者
(48) GRACE terrestrial water storage data assimilation based on the ensemble four-dimensional variational method PODEn4DVar:Method and validation, SCIENCE CHINA-EARTH SCIENCES, 2015, 第 3 作者
(49) 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, 2015, 第 2 作者
(50) 基于LPJ模型的中亚地区植被净初级生产力与蒸散模拟, Simulation of vegetation net primary productivity and evapotranspiration based on LPJ model in Central Asia, 草业科学, 2015, 第 4 作者
(51) A non-linear least squares enhanced POD-4DVar algorithm for data assimilation, TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2015, 第 1 作者
(52) 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, 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, 2015, 第 2 作者
(53) 考虑冻融界面变化的土壤水热耦合模型, A soil water and heat transfer model including changes in soil frost and thaw fronts, 中国科学(地球科学), 2014, 第 4 作者
(54) 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, GRACE terrestrial water storage data assimilation based on the ensemble four-dimensional variational method PODEn4DVar: Method and validation, 中国科学(地球科学), 2014, 第 3 作者
(55) Model-Simulated Atmospheric Carbon Dioxide: Comparisons with Satellite Retrievals and Ground-Based Observations, 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, 2014, 第 2 作者
(56) 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, 2014, 
(57) Past, present and future of the carbon cycle, NATIONALSCIENCEREVIEW, 2014, 第 5 作者
(58) A Local Implementation of the POD-Based Ensemble 4DVar with R-Localization, A Local Implementation of the POD-Based Ensemble 4DVar with R-Localization, ATMOSPHERIC AND OCEANIC SCIENCE LETTERS, 2014, 第 1 作者
(59) The Chinese carbon cycle data-assimilation system (Tan-Tracker), CHINESE SCIENCE BULLETIN, 2014, 第 1 作者
(60) A Local Implementation of the POD-Based Ensemble 4DVar with R-Localization, A Local Implementation of the POD-Based Ensemble 4DVar with R-Localization, 大气和海洋科学快报:英文版, 2014, 第 1 作者
(61) A soil water and heat transfer model including changes in soil frost and thaw fronts, SCIENCE CHINA-EARTH SCIENCES, 2014, 第 4 作者
(62) A soil water and heat transfer model including changes in soil frost and thaw fronts, SCIENCE CHINA-EARTH SCIENCES, 2014, 第 4 作者
(63) The Long-Term Field Experiment Observatory and Preliminary Analysis of Land-Atmosphere Interaction over Hilly Zone in the Subtropical Monsoon Region of Southern China, 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, 2013, 第 4 作者
(64) Assimilation of microwave brightness temperature in a land data assimilation system with multi-observation operators, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2013, 第 2 作者
(65) Implementations of a square-root ensemble analysis and a hybrid localization into the POD-based ensemble 4DVar,, Tellus-A, 2012, 
(66) 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, 第 2 作者
(67) A new approach for Bayesian model averaging, A new approach for Bayesian model averaging, 中国科学:地球科学英文版, 2012, 第 1 作者
(68) A new approach for Bayesian model averaging, SCIENCE CHINA-EARTH SCIENCES, 2012, 第 1 作者
(69) Implementations of a square-root ensemble analysis and a hybrid localisation into the POD-based ensemble 4DVar, TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2012, 第 1 作者
(70) A POD-based ensemble four-dimensional variational assimilation method, TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2011, 第 1 作者
(71) Prediction of water table depths under soil water-groundwater interaction and stream water conveyance, SCIENCE CHINA-EARTH SCIENCES, 2011, 第 4 作者
(72) 一种求解贝叶斯模型平均的新方法, 中国科学:地球科学, 2011, 第 1 作者
(73) A New Reduced Stabilized Mixed Finite-Element Method Based on Proper Orthogonal Decomposition for the Transient Navier-Stokes Equations, MATHEMATICAL PROBLEMS IN ENGINEERING, 2011, 第 4 作者
(74) Prediction of water table depths under soil water-groundwater interaction and stream water conveyance, 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, 2011, 第 4 作者
(75) 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, 2010, 第 4 作者
(76) 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, 2010, 第 3 作者
(77) An ensemble conditional nonlinear optimal perturbation approach: Formulation and applications to parameter calibration, WATER RESOURCES RESEARCH, 2010, 第 1 作者
(78) A microwave land data assimilation system: Scheme and preliminary evaluation over China, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2010, 通讯作者
(79) 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, 2010, 第 3 作者
(80) 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
(81) 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, 第 1 作者
(82) 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, 第 1 作者
(83) 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, 2009, 第 1 作者
(84) 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, 2009, 第 1 作者
(85) A soil moisture assimilation scheme based on the ensemble Kalman filter using microwave brightness temperature, SCIENCE IN CHINA SERIES D-EARTH SCIENCES, 2009, 第 3 作者
(86) A soil moisture assimilation scheme based on the ensemble Kalman filter using microwave brightness temperature, SCIENCE IN CHINA SERIES D-EARTH SCIENCES, 2009, 第 3 作者
(87) A dual-pass variational data assimilation framework for estimating soil moisture profiles from AMSR-E microwave brightness temperature, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2009, 第 1 作者
(88) 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, 2008, 第 1 作者
(89) An ensemble-based explicit four-dimensional variational assimilation method, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 第 1 作者
(90) 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, 第 1 作者
(91) Effects of water table dynamics on regional climate: A case study over east Asian monsoon area, JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 第 4 作者
(92) 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, 第 1 作者
(93) 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, 2008, 第 1 作者
(94) 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, 第 1 作者
(95) 基于土壤水模型及站点资料的土壤湿度同化方法, A Soil Moisture Assimilation Scheme With an Unsaturated Soil Water Flow Model and In-Site Observation, 地球科学进展, 2006, 第 3 作者
(96) 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, 2006, 第 1 作者
(97) 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, 2006, 第 1 作者

科研活动

   
科研项目
( 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
参与会议
(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

指导学生

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