A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China

Accurate evapotranspiration (ET) estimation is important in understanding the hydrological cycle and improving water resource management. The operational simplified surface energy balance (SSEBop) model can be set up quickly for the routine monitoring of ET. Several studies have suggested that the S...

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Main Authors: Lichang Yin, Xiaofeng Wang, Xiaoming Feng, Bojie Fu, Yongzhe Chen
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/16/2528
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spelling doaj-d55e901f0d9045aabff9e9a03dccb2002020-11-25T03:57:25ZengMDPI AGRemote Sensing2072-42922020-08-01122528252810.3390/rs12162528A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, ChinaLichang Yin0Xiaofeng Wang1Xiaoming Feng2Bojie Fu3Yongzhe Chen4Key Laboratory of Land Surface Pattern and Simulation, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, ChinaThe College of Land Engineering, Chang’an University, Xi’an 710000, ChinaCollege of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, ChinaCollege of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, ChinaCollege of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, ChinaAccurate evapotranspiration (ET) estimation is important in understanding the hydrological cycle and improving water resource management. The operational simplified surface energy balance (SSEBop) model can be set up quickly for the routine monitoring of ET. Several studies have suggested that the SSEBop model, which can simulate ET, has performed inconsistently across the United States. There are few detailed studies on the evaluation of ET simulated by SSEBop in other regions. To explore the potential and application scope of the SSEBop model, more evaluation of the ET simulated by SSEBop is clearly needed. We calculated the SSEBop-model-based ET (ET<sub>SSEBopYRB</sub>) with land surface temperature product of MOD11A2 and climate variables as inputs for the Yellow River Basin (YRB), China. We also compared the ET<sub>SSEBopYRB</sub> with eight coarse resolution ET products, including China ET<sub>MTE</sub>, produced using the upscaling energy flux method; China ET<sub>CR</sub>, which is generated using the non-linear complementary relationship model; three global products based on the Penman–Monteith logic (ET<sub>PMLv2</sub>, ET<sub>MODIS</sub>, and ET<sub>BESS</sub>), two global ET products based on the surface energy balance (ET<sub>SEBS</sub>, ET<sub>SSEBopGlo</sub>), and integrated ET products based on the Bayesian model averaging method (ET<sub>GLASS</sub>), using the annual ET data derived from the water balance method (WB-ET) for fourteen catchments. We found that ET<sub>SSEBopYRB</sub> and the other eight ET products were able to explain 23 to 52% of the variability in the water balance ET for fourteen small catchments in the YRB. ET<sub>SSEBopYRB</sub> had a better agreement with WB-ET than ET<sub>SEBS</sub>, ET<sub>MODIS</sub>, ET<sub>CR</sub>, and ET<sub>GLASS</sub>, with lower RMSE (88.3 mm yr<sup>−1</sup> vs. 121.7 mm yr<sup>−1</sup>), higher R<sup>2</sup> (0.49 vs. 0.43), and lower absolute RPE (−3.3% vs. –19.9%) values for the years 2003–2015. We also found that the uncertainties of the spatial patterns of the average annual ET values and the ET trends were still large for different ET products. Third, we found that the free global ET product derived from the SSEBop model (ET<sub>SSEBopGlo</sub>) highly underestimated the annual total ET trend for the YRB. The poor performance of the land surface temperature product of MOD11A2 in 2015 caused the large ET<sub>SSEBopYRB</sub> uncertainty at eight-day and monthly scales. Further evaluation of ET based on the SSEBop model for site measurements is needed.https://www.mdpi.com/2072-4292/12/16/2528evapotranspirationoperational simplified surface energy balance modelYellow River Basin
collection DOAJ
language English
format Article
sources DOAJ
author Lichang Yin
Xiaofeng Wang
Xiaoming Feng
Bojie Fu
Yongzhe Chen
spellingShingle Lichang Yin
Xiaofeng Wang
Xiaoming Feng
Bojie Fu
Yongzhe Chen
A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
Remote Sensing
evapotranspiration
operational simplified surface energy balance model
Yellow River Basin
author_facet Lichang Yin
Xiaofeng Wang
Xiaoming Feng
Bojie Fu
Yongzhe Chen
author_sort Lichang Yin
title A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
title_short A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
title_full A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
title_fullStr A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
title_full_unstemmed A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China
title_sort comparison of ssebop-model-based evapotranspiration with eight evapotranspiration products in the yellow river basin, china
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2020-08-01
description Accurate evapotranspiration (ET) estimation is important in understanding the hydrological cycle and improving water resource management. The operational simplified surface energy balance (SSEBop) model can be set up quickly for the routine monitoring of ET. Several studies have suggested that the SSEBop model, which can simulate ET, has performed inconsistently across the United States. There are few detailed studies on the evaluation of ET simulated by SSEBop in other regions. To explore the potential and application scope of the SSEBop model, more evaluation of the ET simulated by SSEBop is clearly needed. We calculated the SSEBop-model-based ET (ET<sub>SSEBopYRB</sub>) with land surface temperature product of MOD11A2 and climate variables as inputs for the Yellow River Basin (YRB), China. We also compared the ET<sub>SSEBopYRB</sub> with eight coarse resolution ET products, including China ET<sub>MTE</sub>, produced using the upscaling energy flux method; China ET<sub>CR</sub>, which is generated using the non-linear complementary relationship model; three global products based on the Penman–Monteith logic (ET<sub>PMLv2</sub>, ET<sub>MODIS</sub>, and ET<sub>BESS</sub>), two global ET products based on the surface energy balance (ET<sub>SEBS</sub>, ET<sub>SSEBopGlo</sub>), and integrated ET products based on the Bayesian model averaging method (ET<sub>GLASS</sub>), using the annual ET data derived from the water balance method (WB-ET) for fourteen catchments. We found that ET<sub>SSEBopYRB</sub> and the other eight ET products were able to explain 23 to 52% of the variability in the water balance ET for fourteen small catchments in the YRB. ET<sub>SSEBopYRB</sub> had a better agreement with WB-ET than ET<sub>SEBS</sub>, ET<sub>MODIS</sub>, ET<sub>CR</sub>, and ET<sub>GLASS</sub>, with lower RMSE (88.3 mm yr<sup>−1</sup> vs. 121.7 mm yr<sup>−1</sup>), higher R<sup>2</sup> (0.49 vs. 0.43), and lower absolute RPE (−3.3% vs. –19.9%) values for the years 2003–2015. We also found that the uncertainties of the spatial patterns of the average annual ET values and the ET trends were still large for different ET products. Third, we found that the free global ET product derived from the SSEBop model (ET<sub>SSEBopGlo</sub>) highly underestimated the annual total ET trend for the YRB. The poor performance of the land surface temperature product of MOD11A2 in 2015 caused the large ET<sub>SSEBopYRB</sub> uncertainty at eight-day and monthly scales. Further evaluation of ET based on the SSEBop model for site measurements is needed.
topic evapotranspiration
operational simplified surface energy balance model
Yellow River Basin
url https://www.mdpi.com/2072-4292/12/16/2528
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