Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications
Study region: Annual and monthly ET values from seven global remote sensing products (ALEXI, CMRSET, ETMonitor, GLEAM V3.3b, MOD16A2, SEBS V3 and SSEBop) were validated for 172 sub-basins in Thailand. Study focus: This study describes a generalised validation procedure that uses rainfall (P), stream...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2020-08-01
|
Series: | Journal of Hydrology: Regional Studies |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S221458182030183X |
id |
doaj-00e5245a138f4131bff3ac72d54c7ee9 |
---|---|
record_format |
Article |
spelling |
doaj-00e5245a138f4131bff3ac72d54c7ee92020-11-25T03:23:30ZengElsevierJournal of Hydrology: Regional Studies2214-58182020-08-0130100709Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classificationsNutchanart Sriwongsitanon0Thienchart Suwawong1Sansarith Thianpopirug2James Williams3Li Jia4Wim Bastiaanssen5Department of Water Resources Engineering, Faculty of Engineering, Kasetsart University, Bangkok, 10900, Thailand; Remote Sensing Research Centre for Water Resources Management (SensWat), Faculty of Engineering, Kasetsart University, Bangkok, Thailand; Corresponding author at: Department of Water Resources Engineering, Faculty of Engineering, Kasetsart University, 50 Paholyothin Rd., Ladyao, Jatujak, Bangkok, 10900, Thailand.Department of Water Resources Engineering, Faculty of Engineering, Kasetsart University, Bangkok, 10900, Thailand; Remote Sensing Research Centre for Water Resources Management (SensWat), Faculty of Engineering, Kasetsart University, Bangkok, ThailandDepartment of Water Resources Engineering, Faculty of Engineering, Kasetsart University, Bangkok, 10900, Thailand; Remote Sensing Research Centre for Water Resources Management (SensWat), Faculty of Engineering, Kasetsart University, Bangkok, ThailandCivil and Environmental Engineering, The University of New South Wales, Sydney, AustraliaState Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of SciencesIHE-Delft, Institute for Water Education, Westvest 7, 2611 AX, Delft, the NetherlandsStudy region: Annual and monthly ET values from seven global remote sensing products (ALEXI, CMRSET, ETMonitor, GLEAM V3.3b, MOD16A2, SEBS V3 and SSEBop) were validated for 172 sub-basins in Thailand. Study focus: This study describes a generalised validation procedure that uses rainfall (P), streamflow (Q) and storage change data (from the Gravity Recovery and Climate Experiment - TWSCGRACE) and land use information. For each sub-basin, bulk ET was computed using the water balance framework and compared to estimates by ET products. Inverse water balance computations were applied to infer the storage change estimates from each product (ΔS = P – Q - ETRS), which were compared to TWSCGRACE to assess their monthly scale performances. New hydrological insights for the region under study: All products performed very well on the annual basis (mean NSE > 0.96) and satisfactorily on the monthly scale (mean NSE > 0.65). Land use classifications from the Land Development Department were used to examine the ability of four candidates (CMRSET, MOD16A2, GLEAM V3.3b and ETMonitor) to provide ET estimates with correspondence to physical land use conditions. By also considering product resolutions and data accessibility, MOD16A2 was consensually shown to be the most promising product to be used for water resources management in Thailand. In addition to local applications, the outcomes emanate the potential for utilisation on the global scale which should be further investigated.http://www.sciencedirect.com/science/article/pii/S221458182030183XEvapotranspirationMOD16A2Terrestrial water storage changeGRACEWater balanceLand use |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Nutchanart Sriwongsitanon Thienchart Suwawong Sansarith Thianpopirug James Williams Li Jia Wim Bastiaanssen |
spellingShingle |
Nutchanart Sriwongsitanon Thienchart Suwawong Sansarith Thianpopirug James Williams Li Jia Wim Bastiaanssen Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications Journal of Hydrology: Regional Studies Evapotranspiration MOD16A2 Terrestrial water storage change GRACE Water balance Land use |
author_facet |
Nutchanart Sriwongsitanon Thienchart Suwawong Sansarith Thianpopirug James Williams Li Jia Wim Bastiaanssen |
author_sort |
Nutchanart Sriwongsitanon |
title |
Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications |
title_short |
Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications |
title_full |
Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications |
title_fullStr |
Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications |
title_full_unstemmed |
Validation of seven global remotely sensed ET products across Thailand using water balance measurements and land use classifications |
title_sort |
validation of seven global remotely sensed et products across thailand using water balance measurements and land use classifications |
publisher |
Elsevier |
series |
Journal of Hydrology: Regional Studies |
issn |
2214-5818 |
publishDate |
2020-08-01 |
description |
Study region: Annual and monthly ET values from seven global remote sensing products (ALEXI, CMRSET, ETMonitor, GLEAM V3.3b, MOD16A2, SEBS V3 and SSEBop) were validated for 172 sub-basins in Thailand. Study focus: This study describes a generalised validation procedure that uses rainfall (P), streamflow (Q) and storage change data (from the Gravity Recovery and Climate Experiment - TWSCGRACE) and land use information. For each sub-basin, bulk ET was computed using the water balance framework and compared to estimates by ET products. Inverse water balance computations were applied to infer the storage change estimates from each product (ΔS = P – Q - ETRS), which were compared to TWSCGRACE to assess their monthly scale performances. New hydrological insights for the region under study: All products performed very well on the annual basis (mean NSE > 0.96) and satisfactorily on the monthly scale (mean NSE > 0.65). Land use classifications from the Land Development Department were used to examine the ability of four candidates (CMRSET, MOD16A2, GLEAM V3.3b and ETMonitor) to provide ET estimates with correspondence to physical land use conditions. By also considering product resolutions and data accessibility, MOD16A2 was consensually shown to be the most promising product to be used for water resources management in Thailand. In addition to local applications, the outcomes emanate the potential for utilisation on the global scale which should be further investigated. |
topic |
Evapotranspiration MOD16A2 Terrestrial water storage change GRACE Water balance Land use |
url |
http://www.sciencedirect.com/science/article/pii/S221458182030183X |
work_keys_str_mv |
AT nutchanartsriwongsitanon validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications AT thienchartsuwawong validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications AT sansariththianpopirug validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications AT jameswilliams validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications AT lijia validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications AT wimbastiaanssen validationofsevenglobalremotelysensedetproductsacrossthailandusingwaterbalancemeasurementsandlanduseclassifications |
_version_ |
1724605900296028160 |