A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau

International audience Long-term and high-quality surface soil moisture (SSM) and root-zone soil moisture (RZSM) data is crucial for understanding the land-atmosphere interactions of the Qinghai-Tibet Plateau (QTP). More than 40% of QTP is covered by permafrost, yet few studies have evaluated the ac...

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Published in:Remote Sensing of Environment
Main Authors: Xing, Zanpin, Fan, Lei, Zhao, Lin, de Lannoy, Gabrielle, Frappart, Frédéric, Peng, Jian, Li, Xiaojun, Zeng, Jiangyuan, Al-Yaari, Amen, Yang, Kun, Zhao, Tianjie, Shi, Jiancheng, Wang, Mengjia, Liu, Xiangzhuo, Hu, Guojie, Xiao, Yao, Du, Erji, Li, Ren, Qiao, Yongping, Shi, Jianzong, Wen, Jianguang, J.-P., Wigneron
Other Authors: University of Chinese Academy of Sciences Beijing (UCAS), Chinese Academy of Sciences Beijing (CAS), Southwest University Chongqing, Nanjing University of Science and Technology (NJUST), Catholic University of Leuven = Katholieke Universiteit Leuven (KU Leuven), Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS), Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS), Leipzig University / Universität Leipzig, Interactions Sol Plante Atmosphère (UMR ISPA), Ecole Nationale Supérieure des Sciences Agronomiques de Bordeaux-Aquitaine (Bordeaux Sciences Agro)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Tsinghua University Beijing (THU)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2021
Subjects:
Online Access:https://hal.inrae.fr/hal-03612873
https://doi.org/10.1016/j.rse.2021.112666
id ftutoulouse3hal:oai:HAL:hal-03612873v1
record_format openpolar
institution Open Polar
collection Université Toulouse III - Paul Sabatier: HAL-UPS
op_collection_id ftutoulouse3hal
language English
topic Qinghai-Tibet Plateau
Permafrost
Microwave remote sensing
Reanalysis datasets
Surface soil moisture
Root-zone soil moisture
SMOS
SMAP
AMSR2
ASCAT
ESA CCI
ERAS-land
GLDAS-Noah
Inter-comparison
[SDE]Environmental Sciences
spellingShingle Qinghai-Tibet Plateau
Permafrost
Microwave remote sensing
Reanalysis datasets
Surface soil moisture
Root-zone soil moisture
SMOS
SMAP
AMSR2
ASCAT
ESA CCI
ERAS-land
GLDAS-Noah
Inter-comparison
[SDE]Environmental Sciences
Xing, Zanpin
Fan, Lei
Zhao, Lin
de Lannoy, Gabrielle
Frappart, Frédéric
Peng, Jian
Li, Xiaojun
Zeng, Jiangyuan
Al-Yaari, Amen
Yang, Kun
Zhao, Tianjie
Shi, Jiancheng
Wang, Mengjia
Liu, Xiangzhuo
Hu, Guojie
Xiao, Yao
Du, Erji
Li, Ren
Qiao, Yongping
Shi, Jianzong
Wen, Jianguang
J.-P., Wigneron
A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
topic_facet Qinghai-Tibet Plateau
Permafrost
Microwave remote sensing
Reanalysis datasets
Surface soil moisture
Root-zone soil moisture
SMOS
SMAP
AMSR2
ASCAT
ESA CCI
ERAS-land
GLDAS-Noah
Inter-comparison
[SDE]Environmental Sciences
description International audience Long-term and high-quality surface soil moisture (SSM) and root-zone soil moisture (RZSM) data is crucial for understanding the land-atmosphere interactions of the Qinghai-Tibet Plateau (QTP). More than 40% of QTP is covered by permafrost, yet few studies have evaluated the accuracy of SSM and RZSM products derived from microwave satellite, land surface models (LSMs) and reanalysis over that region. This study tries to address this gap by evaluating a range of satellite and reanalysis estimates of SSM and RZSM in the thawed soil overlaying permafrost in the QTP, using in-situ measurements from sixteen stations. Here, seven SSM products were evaluated: Soil Moisture Active Passive L3 (SMAP L3) and L4 (SMAP-L4), Soil Moisture and Ocean Salinity in version IC (SMOS IC), Land Parameter Retrieval Model (LPRM) Advanced Microwave Scanning Radiometer 2 (AMSR2), European Space Agency Climate Change Initiative (ESA CCI), Advanced Scatterometer (ASCAT), and the fifth generation of the land component of the European Centre for Medium-Range Weather Forecasts atmospheric reanalysis (ERAS-Land). We also evaluated three RZSM products from SMAP-L4, ERA5-Land, and the Noah land surface model driven by Global Land Data Assimilation System (GLDAS-Noah). The assessment was conducted using five statistical metrics, i. e. Pearson correlation coefficient (R), bias, slope, Root Mean Square Error (RMSE), and unbiased RMSE (ubRMSE) between SSM or RZSM products and in-situ measurements. Our results showed that the ESA CCI, SMAP-L4 and SMOS-IC SSM products outperformed the other SSM products, indicated by higher correlation coefficients (R) (with a median R value of 0.63, 0.44 and 0.57, respectively) and lower ubRMSE (with a median ubRMSE value of 0.05, 0.04 and 0.07 m(3)/m(3), respectively). Yet, SSM overestimation was found for all SSM products. This could be partly attributed to ancillary data used in the retrieval (e.g. overestimation of land surface temperature for SMAP-L3) and to the fact that the products ...
author2 University of Chinese Academy of Sciences Beijing (UCAS)
Chinese Academy of Sciences Beijing (CAS)
Southwest University Chongqing
Nanjing University of Science and Technology (NJUST)
Catholic University of Leuven = Katholieke Universiteit Leuven (KU Leuven)
Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS)
Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)
Leipzig University / Universität Leipzig
Interactions Sol Plante Atmosphère (UMR ISPA)
Ecole Nationale Supérieure des Sciences Agronomiques de Bordeaux-Aquitaine (Bordeaux Sciences Agro)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)
Tsinghua University Beijing (THU)
format Article in Journal/Newspaper
author Xing, Zanpin
Fan, Lei
Zhao, Lin
de Lannoy, Gabrielle
Frappart, Frédéric
Peng, Jian
Li, Xiaojun
Zeng, Jiangyuan
Al-Yaari, Amen
Yang, Kun
Zhao, Tianjie
Shi, Jiancheng
Wang, Mengjia
Liu, Xiangzhuo
Hu, Guojie
Xiao, Yao
Du, Erji
Li, Ren
Qiao, Yongping
Shi, Jianzong
Wen, Jianguang
J.-P., Wigneron
author_facet Xing, Zanpin
Fan, Lei
Zhao, Lin
de Lannoy, Gabrielle
Frappart, Frédéric
Peng, Jian
Li, Xiaojun
Zeng, Jiangyuan
Al-Yaari, Amen
Yang, Kun
Zhao, Tianjie
Shi, Jiancheng
Wang, Mengjia
Liu, Xiangzhuo
Hu, Guojie
Xiao, Yao
Du, Erji
Li, Ren
Qiao, Yongping
Shi, Jianzong
Wen, Jianguang
J.-P., Wigneron
author_sort Xing, Zanpin
title A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
title_short A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
title_full A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
title_fullStr A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
title_full_unstemmed A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau
title_sort first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of qinghai-tibet plateau
publisher HAL CCSD
publishDate 2021
url https://hal.inrae.fr/hal-03612873
https://doi.org/10.1016/j.rse.2021.112666
genre permafrost
genre_facet permafrost
op_source ISSN: 0034-4257
EISSN: 1879-0704
Remote Sensing of Environment
https://hal.inrae.fr/hal-03612873
Remote Sensing of Environment, 2021, 265, pp.112666. ⟨10.1016/j.rse.2021.112666⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1016/j.rse.2021.112666
hal-03612873
https://hal.inrae.fr/hal-03612873
doi:10.1016/j.rse.2021.112666
WOS: 000697358300003
op_doi https://doi.org/10.1016/j.rse.2021.112666
container_title Remote Sensing of Environment
container_volume 265
container_start_page 112666
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spelling ftutoulouse3hal:oai:HAL:hal-03612873v1 2024-06-23T07:56:06+00:00 A first assessment of satellite and reanalysis estimates of surface and root-zone soil moisture over the permafrost region of Qinghai-Tibet Plateau Xing, Zanpin Fan, Lei Zhao, Lin de Lannoy, Gabrielle Frappart, Frédéric Peng, Jian Li, Xiaojun Zeng, Jiangyuan Al-Yaari, Amen Yang, Kun Zhao, Tianjie Shi, Jiancheng Wang, Mengjia Liu, Xiangzhuo Hu, Guojie Xiao, Yao Du, Erji Li, Ren Qiao, Yongping Shi, Jianzong Wen, Jianguang J.-P., Wigneron University of Chinese Academy of Sciences Beijing (UCAS) Chinese Academy of Sciences Beijing (CAS) Southwest University Chongqing Nanjing University of Science and Technology (NJUST) Catholic University of Leuven = Katholieke Universiteit Leuven (KU Leuven) Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS) Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS) Leipzig University / Universität Leipzig Interactions Sol Plante Atmosphère (UMR ISPA) Ecole Nationale Supérieure des Sciences Agronomiques de Bordeaux-Aquitaine (Bordeaux Sciences Agro)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE) Tsinghua University Beijing (THU) 2021-11 https://hal.inrae.fr/hal-03612873 https://doi.org/10.1016/j.rse.2021.112666 en eng HAL CCSD Elsevier info:eu-repo/semantics/altIdentifier/doi/10.1016/j.rse.2021.112666 hal-03612873 https://hal.inrae.fr/hal-03612873 doi:10.1016/j.rse.2021.112666 WOS: 000697358300003 ISSN: 0034-4257 EISSN: 1879-0704 Remote Sensing of Environment https://hal.inrae.fr/hal-03612873 Remote Sensing of Environment, 2021, 265, pp.112666. ⟨10.1016/j.rse.2021.112666⟩ Qinghai-Tibet Plateau Permafrost Microwave remote sensing Reanalysis datasets Surface soil moisture Root-zone soil moisture SMOS SMAP AMSR2 ASCAT ESA CCI ERAS-land GLDAS-Noah Inter-comparison [SDE]Environmental Sciences info:eu-repo/semantics/article Journal articles 2021 ftutoulouse3hal https://doi.org/10.1016/j.rse.2021.112666 2024-06-03T23:59:27Z International audience Long-term and high-quality surface soil moisture (SSM) and root-zone soil moisture (RZSM) data is crucial for understanding the land-atmosphere interactions of the Qinghai-Tibet Plateau (QTP). More than 40% of QTP is covered by permafrost, yet few studies have evaluated the accuracy of SSM and RZSM products derived from microwave satellite, land surface models (LSMs) and reanalysis over that region. This study tries to address this gap by evaluating a range of satellite and reanalysis estimates of SSM and RZSM in the thawed soil overlaying permafrost in the QTP, using in-situ measurements from sixteen stations. Here, seven SSM products were evaluated: Soil Moisture Active Passive L3 (SMAP L3) and L4 (SMAP-L4), Soil Moisture and Ocean Salinity in version IC (SMOS IC), Land Parameter Retrieval Model (LPRM) Advanced Microwave Scanning Radiometer 2 (AMSR2), European Space Agency Climate Change Initiative (ESA CCI), Advanced Scatterometer (ASCAT), and the fifth generation of the land component of the European Centre for Medium-Range Weather Forecasts atmospheric reanalysis (ERAS-Land). We also evaluated three RZSM products from SMAP-L4, ERA5-Land, and the Noah land surface model driven by Global Land Data Assimilation System (GLDAS-Noah). The assessment was conducted using five statistical metrics, i. e. Pearson correlation coefficient (R), bias, slope, Root Mean Square Error (RMSE), and unbiased RMSE (ubRMSE) between SSM or RZSM products and in-situ measurements. Our results showed that the ESA CCI, SMAP-L4 and SMOS-IC SSM products outperformed the other SSM products, indicated by higher correlation coefficients (R) (with a median R value of 0.63, 0.44 and 0.57, respectively) and lower ubRMSE (with a median ubRMSE value of 0.05, 0.04 and 0.07 m(3)/m(3), respectively). Yet, SSM overestimation was found for all SSM products. This could be partly attributed to ancillary data used in the retrieval (e.g. overestimation of land surface temperature for SMAP-L3) and to the fact that the products ... Article in Journal/Newspaper permafrost Université Toulouse III - Paul Sabatier: HAL-UPS Remote Sensing of Environment 265 112666