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International Journal of Digital Earth Volume 10, 2017 - Issue 4: Supporting Future Earth with Global Geospatial Information
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Articles

Global land mapping of satellite-observed CO2 total columns using spatio-temporal geostatistics

Zhao-Cheng ZengInstitute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong, People's Republic of China;Key Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, People's Republic of ChinaCorrespondence[email protected]
,
Liping LeiKey Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, People's Republic of China
,
Kimberly StrongDepartment of Physics, University of Toronto, Toronto, Ontario, Canada
,
Dylan B. A. JonesDepartment of Physics, University of Toronto, Toronto, Ontario, Canada
,
Lijie GuoKey Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, People's Republic of China
,
Min LiuKey Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, People's Republic of China
,
Feng DengDepartment of Physics, University of Toronto, Toronto, Ontario, Canada
,
Nicholas M. DeutscherInstitute of Environmental Physics (IUP), University of Bremen, Bremen, Germany;School of Chemistry, University of Wollongong, Wollongong, Australia
,
Manvendra K. DubeyLos Alamos National Laboratory, Los Alamos, NM, USA
,
David W. T. GriffithSchool of Chemistry, University of Wollongong, Wollongong, Australia
,
Frank HaseKarlsruhe Institute of Technology, Institute for Meteorology and Climate Research (IMK-ASF), Germany
,
Bradley HendersonLos Alamos National Laboratory, Los Alamos, NM, USA
,
Rigel KiviFMI Arctic Research Center, Sodankylä, Finland
,
Rodica LindenmaierLos Alamos National Laboratory, Los Alamos, NM, USA
,
Isamu MorinoNational Institute for Environmental Studies (NIES), Tsukuba, Ibaraki, Japan
,
Justus NotholtInstitute of Environmental Physics (IUP), University of Bremen, Bremen, Germany
,
Hirofumi OhyamaEarth Observation Research Center, Japan Aerospace Exploration Agency (JAXA), Tsukuba-city, Ibaraki, Japan
,
Christof PetriInstitute of Environmental Physics (IUP), University of Bremen, Bremen, Germany
,
Ralf SussmannKarlsruhe Institute of Technology, IMK-IFU, Garmisch-Partenkirchen, Germany
,
Voltaire A. VelazcoSchool of Chemistry, University of Wollongong, Wollongong, Australia
,
Paul O. WennbergCalifornia Institute of Technology, Pasadena, CA, USA
&
Hui LinInstitute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong, People's Republic of China;Department of Geography and Resource Management, The Chinese University of Hong Kong, Hong Kong, People's Republic of ChinaCorrespondence[email protected]
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Pages 426-456 | Received 19 Oct 2015, Accepted 17 Feb 2016, Published online: 14 Apr 2016

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Mengya Sheng, Liping Lei, Zhao-Cheng Zeng, Weiqiang Rao, Hao Song & Changjiang Wu. (2023) Global land 1° mapping dataset of XCO2 from satellite observations of GOSAT and OCO-2 from 2009 to 2020. Big Earth Data 7:1, pages 170-190.
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Xin Huang, Jiahao Xia, Rui Xiao & Tao He. (2019) Urban expansion patterns of 291 Chinese cities, 1990–2015. International Journal of Digital Earth 12:1, pages 62-77.
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Noel Cressie. (2018) Mission CO2ntrol: A Statistical Scientist's Role in Remote Sensing of Atmospheric Carbon Dioxide. Journal of the American Statistical Association 113:521, pages 152-168.
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Articles from other publishers (29)

Chao Wu, Yuechuang Ju, Shuo Yang, Zhenwei Zhang & Yixiang Chen. (2023) Reconstructing annual XCO2 at a 1 km×1 km spatial resolution across China from 2012 to 2019 based on a spatial CatBoost method. Environmental Research 236, pages 116866.
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Zekun Gao, Yutong Jiang, Junyu He & Jiaping Wu. (2023) Spatiotemporal variation analysis of global XCO2 concentration during 2010–2020 based on DINEOF-BME framework and wavelet function. Science of The Total Environment 892, pages 164750.
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Hao Song, Mengya Sheng, Liping Lei, Kaiyuan Guo, Shaoqing Zhang & Zhanghui Ji. (2023) Spatial and Temporal Variations of Atmospheric CH4 in Monsoon Asia Detected by Satellite Observations of GOSAT and TROPOMI. Remote Sensing 15:13, pages 3389.
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Seyed Mohsen Mousavi, Naghmeh Mobarghaee Dinan, Saeed Ansarifard, Faezeh Borhani, Keyvan Ezimand & Amir Naghibi. (2023) Examining the Role of the Main Terrestrial Factors Won the Seasonal Distribution of Atmospheric Carbon Dioxide Concentration over Iran. Journal of the Indian Society of Remote Sensing 51:4, pages 865-875.
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Mazlan Hashim, Hui Lin Ng, Dahiru Mohammed Zakari, Dalhatu Aliyu Sani, Musa Muhammad Chindo, Noordyana Hassan, Muna Maryam Azmy & Amin Beiranvand Pour. (2023) Mapping of Greenhouse Gas Concentration in Peninsular Malaysia Industrial Areas Using Unmanned Aerial Vehicle-Based Sniffer Sensor. Remote Sensing 15:1, pages 255.
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Shaoqing Zhang, Liping Lei, Mengya Sheng, Hao Song, Luman Li, Kaiyuan Guo, Caihong Ma, Liangyun Liu & Zhaocheng Zeng. (2022) Evaluating Anthropogenic CO2 Bottom-Up Emission Inventories Using Satellite Observations from GOSAT and OCO-2. Remote Sensing 14:19, pages 5024.
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Ranjini Guruprasad, Manikandan Padmanaban & Lloyd A. Treinish. (2022) Increasing the Spatio-Temporal Resolution of OCO2 GHG Satellite Data. Increasing the Spatio-Temporal Resolution of OCO2 GHG Satellite Data.
Marco Pellegrini, Arash Aghakhani, Alessandro Guzzini & Cesare Saccani. (2022) Modification of Fraser’s Method for the Atmospheric CO2 Mass Estimation by Using Satellite Data. Atmosphere 13:6, pages 866.
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Seyed Mohsen Mousavi, Naghmeh Mobarghaee Dinan, Saeed Ansarifard & Oliver Sonnentag. (2022) Analyzing spatio-temporal patterns in atmospheric carbon dioxide concentration across Iran from 2003 to 2020. Atmospheric Environment: X 14, pages 100163.
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Luman Li, Liping Lei, Hao Song, Zhaocheng Zeng & Zhonghua He. (2022) Spatiotemporal Geostatistical Analysis and Global Mapping of CH4 Columns from GOSAT Observations. Remote Sensing 14:3, pages 654.
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Mengya Sheng, Liping Lei, Zhao-Cheng Zeng, Weiqiang Rao & Shaoqing Zhang. (2021) Detecting the Responses of CO2 Column Abundances to Anthropogenic Emissions from Satellite Observations of GOSAT and OCO-2. Remote Sensing 13:17, pages 3524.
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Shrutilipi Bhattacharjee & Jia Chen. (2020) Prediction of Satellite-Based Column CO 2 Concentration by Combining Emission Inventory and LULC Information . IEEE Transactions on Geoscience and Remote Sensing 58:12, pages 8285-8300.
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Shaoqing Dai, Yin Ren, Shudi Zuo, Chengyi Lai, Jiajia Li, Shengyu Xie & Bingchu Chen. (2020) Investigating the Uncertainties Propagation Analysis of CO2 Emissions Gridded Maps at the Urban Scale: A Case Study of Jinjiang City, China. Remote Sensing 12:23, pages 3932.
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Jouni Susiluoto, Alessio Spantini, Heikki Haario, Teemu Härkönen & Youssef Marzouk. (2020) Efficient multi-scale Gaussian process regression for massive remote sensing data with satGP v0.1.2. Geoscientific Model Development 13:7, pages 3439-3463.
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Xiao‐Ming Hu, Sean Crowell, Qingyu Wang, Yao Zhang, Kenneth J. Davis, Ming Xue, Xiangming Xiao, Berrien Moore, Xiaocui Wu, Yonghoon Choi & Joshua P. DiGangi. (2020) Dynamical Downscaling of CO 2 in 2016 Over the Contiguous United States Using WRF‐VPRM, a Weather‐Biosphere‐Online‐Coupled Model . Journal of Advances in Modeling Earth Systems 12:4.
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Nian Bie, Liping Lei, Zhonghua He, Zhaocheng Zeng, Liangyun Liu, Bing Zhang & Bofeng Cai. (2020) Specific patterns of XCO2 observed by GOSAT during 2009–2016 and assessed with model simulations over China. Science China Earth Sciences 63:3, pages 384-394.
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Zhenghan Lv, Yusheng Shi, Shuying Zang & Li Sun. (2020) Spatial and Temporal Variations of Atmospheric CO2 Concentration in China and Its Influencing Factors. Atmosphere 11:3, pages 231.
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Zhonghua He, Liping Lei, Zhao-Cheng Zeng, Mengya Sheng & Lisa R. Welp. (2020) Evidence of Carbon Uptake Associated with Vegetation Greening Trends in Eastern China. Remote Sensing 12:4, pages 718.
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Zhonghua He, Liping Lei, Yuhui Zhang, Mengya Sheng, Changjiang Wu, Liang Li, Zhao-Cheng Zeng & Lisa R. Welp. (2020) Spatio-Temporal Mapping of Multi-Satellite Observed Column Atmospheric CO2 Using Precision-Weighted Kriging Method. Remote Sensing 12:3, pages 576.
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Guaciara M. Santos, Fabiana M. Oliveira, Junghun Park, Ana C.T. Sena, Júlio B. Chiquetto, Kita D. Macario & Cassandra S.G. Grainger. (2019) Assessment of the regional fossil fuel CO2 distribution through Δ14C patterns in ipê leaves: The case of Rio de Janeiro state, Brazil. City and Environment Interactions 1, pages 100001.
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Christopher J. Ruybal, Terri S. Hogue & John E. McCray. (2019) Evaluation of Groundwater Levels in the Arapahoe Aquifer Using Spatiotemporal Regression Kriging. Water Resources Research 55:4, pages 2820-2837.
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Jovan Tadić, Ian Williams, Vojin Tadić & Sébastien Biraud. (2019) Towards Hyper-Dimensional Variography Using the Product-Sum Covariance Model. Atmosphere 10:3, pages 148.
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Zhonghua He, Liping Lei, Lisa Welp, Zhao-Cheng Zeng, Nian Bie, Shaoyuan Yang & Liangyun Liu. (2018) Detection of Spatiotemporal Extreme Changes in Atmospheric CO2 Concentration Based on Satellite Observations. Remote Sensing 10:6, pages 839.
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Nian Bie, Liping Lei, ZhaoCheng Zeng, Bofeng Cai, Shaoyuan Yang, Zhonghua He, Changjiang Wu & Ray Nassar. (2018) Regional uncertainty of GOSAT XCO<sub>2</sub> retrievals in China: quantification and attribution. Atmospheric Measurement Techniques 11:3, pages 1251-1272.
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Andrew Zammit-Mangion, Noel Cressie & Clint Shumack. (2018) On Statistical Approaches to Generate Level 3 Products from Satellite Remote Sensing Retrievals. Remote Sensing 10:2, pages 155.
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Frédéric Chevallier, Grégoire Broquet, Clémence Pierangelo & David Crisp. (2017) Probabilistic global maps of the CO 2 column at daily and monthly scales from sparse satellite measurements . Journal of Geophysical Research: Atmospheres 122:14, pages 7614-7629.
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Zhonghua He, Zhao-Cheng Zeng, Liping Lei, Nian Bie & Shaoyuan Yang. (2017) A Data-Driven Assessment of Biosphere-Atmosphere Interaction Impact on Seasonal Cycle Patterns of XCO2 Using GOSAT and MODIS Observations. Remote Sensing 9:3, pages 251.
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Jovan M. Tadić, Xuemei Qiu, Scot Miller & Anna M. Michalak. (2017) Spatio-temporal approach to moving window block kriging of satellite data v1.0. Geoscientific Model Development 10:2, pages 709-720.
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Min Liu, Liping Lei, Da Liu & Zhao-Cheng Zeng. (2016) Geostatistical Analysis of CH4 Columns over Monsoon Asia Using Five Years of GOSAT Observations. Remote Sensing 8:5, pages 361.
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