Assessment of automated evapotranspiration estimates obtained using the GP-SEBAL algorithm for dry forest vegetation (Caatinga) and agricultural areas in the Brazilian semiarid region
Real evapotranspiration (ETr) plays a key role in water balance, especially for dry forest vegetation (Caatinga) and irrigated agricultural areas, as is the case in the Petrolina region located in the Brazilian semiarid region (BSAR). Population growth increases the need for food and the use of wate...
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| Published in | Agricultural water management Vol. 250; p. 106863 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.05.2021
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0378-3774 1873-2283 |
| DOI | 10.1016/j.agwat.2021.106863 |
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| Abstract | Real evapotranspiration (ETr) plays a key role in water balance, especially for dry forest vegetation (Caatinga) and irrigated agricultural areas, as is the case in the Petrolina region located in the Brazilian semiarid region (BSAR). Population growth increases the need for food and the use of water resources, which are scarcer in semiarid regions. Thus, knowledge of the energy balance (EB) and radiative balance are indispensable for the management of water resources, especially in irrigated agricultural areas. Currently, one of the biggest challenges in the application of algorithms for estimating ETr based on satellite images is the calibration of the EB. The goal of this study was to evaluate the applicability of Geographic Resources Analysis Support System (GRASS) Python surface EB algorithm for land (GP-SEBAL) to calculate ETr for Caatinga vegetation and agricultural areas in the BSAR. GP-SEBAL was applied to two images from Landsat 8 obtained in 2013 and compared with manual SEBAL and observed data. In this study, kappa coefficient accuracy was used to compare the ground truth data and predicted land use and land cover. The performance of algorithms in determining the EB components, land-surface temperature (LST), net radiation (Rn), soil heat flux (G), latent heat flux (LE), sensible heat flux (H), and ETr were compared with statistical indices and uncertainty percentages (PUs) were calculated. In addition, a sensitivity analysis using a deviation of 30 W/m2 with an interval of 5 W/m2 was used to analyze the sensitivity of ETr. The results showed a strong correlation between GP-SEBAL and manual SEBAL for ETr, LST, Rn, LH, and H. The values suggest the regularity of estimating the EB in an automated manner. The results indicate a small PU difference in the estimated ETr values calculated using GP-SEBAL and SEBAL for two images of 10.87% and 20.11% for Caatinga vegetation and 15.01% and 35.16% for agriculture, respectively. We conclude that GP-SEBAL is an efficient automated algorithm for estimating ETr that uses a less complex process with a lower incidence of errors and considerably faster execution time than classical applications of SEBAL.
•Development of the GRASS-Python-SEBAL (GP-SEBAL), an automated application of SEBAL.•Spatiotemporal variability of the energy balance and evapotranspiration (ETr).•Evaluation of energy balance and ETr obtained for Caatinga vegetation and agricultural.•GP-SEBAL showed to be an efficient tool for applications with several images.•GP-SEBAL showed to be a less complex task with considerably shorter execution time. |
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| AbstractList | Real evapotranspiration (ETr) plays a key role in water balance, especially for dry forest vegetation (Caatinga) and irrigated agricultural areas, as is the case in the Petrolina region located in the Brazilian semiarid region (BSAR). Population growth increases the need for food and the use of water resources, which are scarcer in semiarid regions. Thus, knowledge of the energy balance (EB) and radiative balance are indispensable for the management of water resources, especially in irrigated agricultural areas. Currently, one of the biggest challenges in the application of algorithms for estimating ETr based on satellite images is the calibration of the EB. The goal of this study was to evaluate the applicability of Geographic Resources Analysis Support System (GRASS) Python surface EB algorithm for land (GP-SEBAL) to calculate ETr for Caatinga vegetation and agricultural areas in the BSAR. GP-SEBAL was applied to two images from Landsat 8 obtained in 2013 and compared with manual SEBAL and observed data. In this study, kappa coefficient accuracy was used to compare the ground truth data and predicted land use and land cover. The performance of algorithms in determining the EB components, land-surface temperature (LST), net radiation (Rₙ), soil heat flux (G), latent heat flux (LE), sensible heat flux (H), and ETr were compared with statistical indices and uncertainty percentages (PUs) were calculated. In addition, a sensitivity analysis using a deviation of 30 W/m² with an interval of 5 W/m² was used to analyze the sensitivity of ETr. The results showed a strong correlation between GP-SEBAL and manual SEBAL for ETr, LST, Rₙ, LH, and H. The values suggest the regularity of estimating the EB in an automated manner. The results indicate a small PU difference in the estimated ETr values calculated using GP-SEBAL and SEBAL for two images of 10.87% and 20.11% for Caatinga vegetation and 15.01% and 35.16% for agriculture, respectively. We conclude that GP-SEBAL is an efficient automated algorithm for estimating ETr that uses a less complex process with a lower incidence of errors and considerably faster execution time than classical applications of SEBAL. Real evapotranspiration (ETr) plays a key role in water balance, especially for dry forest vegetation (Caatinga) and irrigated agricultural areas, as is the case in the Petrolina region located in the Brazilian semiarid region (BSAR). Population growth increases the need for food and the use of water resources, which are scarcer in semiarid regions. Thus, knowledge of the energy balance (EB) and radiative balance are indispensable for the management of water resources, especially in irrigated agricultural areas. Currently, one of the biggest challenges in the application of algorithms for estimating ETr based on satellite images is the calibration of the EB. The goal of this study was to evaluate the applicability of Geographic Resources Analysis Support System (GRASS) Python surface EB algorithm for land (GP-SEBAL) to calculate ETr for Caatinga vegetation and agricultural areas in the BSAR. GP-SEBAL was applied to two images from Landsat 8 obtained in 2013 and compared with manual SEBAL and observed data. In this study, kappa coefficient accuracy was used to compare the ground truth data and predicted land use and land cover. The performance of algorithms in determining the EB components, land-surface temperature (LST), net radiation (Rn), soil heat flux (G), latent heat flux (LE), sensible heat flux (H), and ETr were compared with statistical indices and uncertainty percentages (PUs) were calculated. In addition, a sensitivity analysis using a deviation of 30 W/m2 with an interval of 5 W/m2 was used to analyze the sensitivity of ETr. The results showed a strong correlation between GP-SEBAL and manual SEBAL for ETr, LST, Rn, LH, and H. The values suggest the regularity of estimating the EB in an automated manner. The results indicate a small PU difference in the estimated ETr values calculated using GP-SEBAL and SEBAL for two images of 10.87% and 20.11% for Caatinga vegetation and 15.01% and 35.16% for agriculture, respectively. We conclude that GP-SEBAL is an efficient automated algorithm for estimating ETr that uses a less complex process with a lower incidence of errors and considerably faster execution time than classical applications of SEBAL. •Development of the GRASS-Python-SEBAL (GP-SEBAL), an automated application of SEBAL.•Spatiotemporal variability of the energy balance and evapotranspiration (ETr).•Evaluation of energy balance and ETr obtained for Caatinga vegetation and agricultural.•GP-SEBAL showed to be an efficient tool for applications with several images.•GP-SEBAL showed to be a less complex task with considerably shorter execution time. |
| ArticleNumber | 106863 |
| Author | Galvíncio, Josiclêda Domiciano Santos, Celso Augusto Guimarães Lima, Carlos Eduardo Santos de Silva, Richarde Marques da Costa, Valéria Sandra de Oliveira |
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| Cites_doi | 10.1007/s12665-015-5156-2 10.1590/1678-992x-2017-0158 10.1016/j.rse.2018.12.033 10.1016/j.mcm.2010.11.039 10.3390/rs11060637 10.1590/1807-1929/agriambi.v18n10p1039-1046 10.1016/j.agwat.2007.08.001 10.1007/s00704-019-02816-w 10.1016/j.jseaes.2016.05.012 10.1016/j.agwat.2019.03.018 10.1590/1678-4499.0245 10.1038/s41598-020-80026-5 10.1590/0102-7786333005 10.3390/rs8120983 10.1590/1807-1929/agriambi.v20n1p3-8 10.1016/j.agrformet.2020.108052 10.1590/0103-9016-2014-0136 10.1016/j.landusepol.2020.105141 10.1016/j.jastp.2015.09.020 10.5194/hess-6-85-2002 10.1016/j.envsoft.2019.04.007 10.15809/irriga.2017v1n1p64-75 10.1016/j.agwat.2020.106043 10.1590/1413-8050/ea128281 10.1590/S0102-77862010000300010 10.1016/j.jhydrol.2003.11.038 10.1016/j.agwat.2019.105955 10.1016/j.agrformet.2008.09.016 10.1007/s10661-020-8219-0 10.1016/j.atmosres.2020.105380 10.1016/j.rse.2006.11.028 10.1016/j.jsames.2017.01.002 10.1016/j.isprsjprs.2017.10.010 10.1016/S0022-1694(98)00254-6 10.1590/S0103-20032014000100007 10.1590/S0100-204X2015000800001 10.1061/(ASCE)0733-9437(2007)133:4(380) 10.1016/j.agrformet.2008.09.014 10.1016/j.agwat.2019.105953 10.1016/j.jhydrol.2019.124405 10.1016/S0022-1694(99)00202-4 10.1590/1678-4499.2016453 10.1016/j.isprsjprs.2018.01.014 10.1016/j.rse.2014.11.003 10.1016/j.jhydrol.2017.02.054 10.1016/j.jhydrol.2018.04.025 10.1016/j.agwat.2019.105938 10.1016/j.rse.2017.05.009 10.1016/0034-4257(91)90048-B 10.1016/j.agwat.2020.106236 |
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| References | Oliveira Filho, Melo, Xavier, Sobel, Costa (bib44) 2014; 52 Mhawej, Caiserman, Nasrallah, Dawi, Bachour, Faour (bib41) 2020; 229 Congalton (bib21) 1991; 37 Arraes, De Andrade, Da Silva (bib4) 2012; 25 Bastiaanssen (bib7) 1995 Faridatul, Wu, Zhu, Wang (bib28) 2020; 581 Mhawej, Elias, Nasrallah, Faour (bib40) 2020; 230 Allen, Tasumi, Trezza, Waters, Bastiaanssen (bib1) 2002; 2002 Ferreira, Da Silva, De Moura, Verhoef, Nóbrega (bib29) 2020; 291 Souza, Moura, Sediyama, Silva (bib55) 2015; 50 Sun, Wei, Su, Shen, Wang, You, Liu (bib57) 2011; 54 Rahimzadegan, Janani (bib45) 2019; 217 French, Hunsaker, Thorp (bib30) 2015; 158 Allen, Tasumi, Trezza (bib2) 2007; 133 Santos, Brasil Neto, Silva, Costa (bib48) 2019; 11 Bezerra, Bezerra, Silva, Santos (bib10) 2015; 74 Vanomark, Sobrinho, Bezerra, Dos Santos, De Azevedo, Da Silva, Bezerra (bib62) 2018; 77 Su (bib56) 2002; 6 Santos, Silva, Silva, Brasil Neto (bib46) 2017; 74 Silva, Silva, Santos (bib50) 2019; 79 Barros, Xavier, Pessoa, Sobel (bib6) 2015; 19 Brito, Silva, Santos, Brasil Neto, Coelho (bib17) 2021; 250 Lafayette, Montenegro, Coutinho, Soares, Antonino, Silva, Rabelo (bib33) 2019; 24 Silva, Silva, Silva (bib49) 2015; 67 Bhattarai, Liu (bib11) 2019; 118 Bastiaanssen, Menenti, Feddes, Holtslag (bib9) 1998; 212–213 Jaafar, Ahmad (bib32) 2020; 238 Silva, Silva, Montenegro, Rocha, Oliveira (bib52) 2015; 135 Teixeira, Bastiaanssen, Ahmad, Bos (bib60) 2009; 149 Timmermans, Kustas, Anderson, French (bib61) 2007; 108 Coelho, Montenegro, Almeida, Silva, Oliveira, Gusmão, Freitas, Montenegro (bib20) 2017; 548 Dos Santos, Bezerra, Silva, Rao (bib26) 2010; 25 Bhattarai, Quackenbush, Im, Shaw (bib13) 2017; 196 Veloso, Ferreira, Ferreira Júnior, Da Silva (bib63) 2020; 17 Appel, Lahn, Buytaert, Pebesma (bib3) 2018; 138 Silva, Xavier, Silva, Santos (bib54) 2020; 21 Lee, Kim (bib34) 2016; 8 Santos, Silva, Silva, Brasil Neto (bib47) 2017; 74 Mahmoud, Alazba (bib38) 2016; 75 Garrido-Rubio, González-Piqueras, Campos, Osann, González-Gómez, Calera (bib31) 2020; 238 Losgedaragh, Rahimzadegan (bib36) 2018; 561 Atasevera, Kesikoglu, Özkan (bib5) 2013; 40 Costa, Coelho, Wolff, Vieira, Folegatti, Ferraz (bib22) 2019; 76 Dos Santos, Mariano, Do Nascimento, Dantas, De Oliveira, Silva, Da Silva, da Silva, Bezerra, Safa, Medeiros, Neale (bib27) 2020; 85 Teixeira, Bastiaanssen, Bassoi (bib58) 2007; 94 Cabral Júnior, Santos e Silva, Almeida, Bezerra, Spyrides (bib18) 2019; 138 Cunha, Santos, Silva, Bacani, Pott (bib23) 2021; 101 Wu, Xiong, Yan, Yang, Xin (bib64) 2008; 19 Silva, Braga, Braga, Oliveira, Montenegro, Barbosa Junior (bib53) 2016; 20 Oliveira, Montenegro, Silva, Antonino, Moura (bib43) 2014; 18 Mahmoud, Alazba (bib37) 2016; 124 Bhattarai, Shaw, Quackenbush, Im, Niraula (bib12) 2016; 49 Mohamed, Bastiaanssen, Savenije (bib42) 2004; 289 Brasil Neto, Santos, Silva, Silva, Santos, Mishra (bib16) 2021; 11 Carvalho, de Moura, da Silva (bib19) 2018; 33 Dantas, Silva, Santos (bib24) 2020; 192 Xiang, Li, Horton, Feng (bib65) 2020; 232 Bhattarai, Wagle, Gowda, Kakani (bib14) 2017; 133 Teixeira, Bastiaanssen, Ahmad, Bos (bib59) 2009; 149 Zhang, Li, Liu, Wang, Li (bib66) 2020; 230 De Lima CES , 2019. Impacto das ações antrópicas no balanço de energia e na evapotranspiração real em bacia hidrográfica do semiárido de Pernambuco. PhD Dissertation, Recife. Menenti M. , Choudhury B.J. , 1993. Parameterization of land surface evaporation by means of location dependent potential evaporation and surface temperature range. Proceedings of the Yokohama Symposium from IAHS Publ., 212, 561–568. Lins, Araújo, Silva, Lopes, Oliveira, Silva (bib35) 2017; 1 Silva, Lopes, Azevedo (bib51) 2005; 20 Bastiaanssen (bib8) 2000; 229 Borges, Silva, Espínola Sobrinho, Ferreira, Oliveira, Medeiros (bib15) 2015; 72 Lee (10.1016/j.agwat.2021.106863_bib34) 2016; 8 Silva (10.1016/j.agwat.2021.106863_bib50) 2019; 79 Carvalho (10.1016/j.agwat.2021.106863_bib19) 2018; 33 Dantas (10.1016/j.agwat.2021.106863_bib24) 2020; 192 Bhattarai (10.1016/j.agwat.2021.106863_bib13) 2017; 196 Rahimzadegan (10.1016/j.agwat.2021.106863_bib45) 2019; 217 Timmermans (10.1016/j.agwat.2021.106863_bib61) 2007; 108 Lafayette (10.1016/j.agwat.2021.106863_bib33) 2019; 24 Teixeira (10.1016/j.agwat.2021.106863_bib60) 2009; 149 Dos Santos (10.1016/j.agwat.2021.106863_bib26) 2010; 25 Atasevera (10.1016/j.agwat.2021.106863_bib5) 2013; 40 Wu (10.1016/j.agwat.2021.106863_bib64) 2008; 19 Dos Santos (10.1016/j.agwat.2021.106863_bib27) 2020; 85 Jaafar (10.1016/j.agwat.2021.106863_bib32) 2020; 238 Bhattarai (10.1016/j.agwat.2021.106863_bib11) 2019; 118 Bhattarai (10.1016/j.agwat.2021.106863_bib14) 2017; 133 Silva (10.1016/j.agwat.2021.106863_bib51) 2005; 20 Santos (10.1016/j.agwat.2021.106863_bib47) 2017; 74 French (10.1016/j.agwat.2021.106863_bib30) 2015; 158 Santos (10.1016/j.agwat.2021.106863_bib48) 2019; 11 Allen (10.1016/j.agwat.2021.106863_bib2) 2007; 133 Costa (10.1016/j.agwat.2021.106863_bib22) 2019; 76 Silva (10.1016/j.agwat.2021.106863_bib53) 2016; 20 Bastiaanssen (10.1016/j.agwat.2021.106863_bib9) 1998; 212–213 Cunha (10.1016/j.agwat.2021.106863_bib23) 2021; 101 Borges (10.1016/j.agwat.2021.106863_bib15) 2015; 72 Oliveira Filho (10.1016/j.agwat.2021.106863_bib44) 2014; 52 Faridatul (10.1016/j.agwat.2021.106863_bib28) 2020; 581 10.1016/j.agwat.2021.106863_bib39 Barros (10.1016/j.agwat.2021.106863_bib6) 2015; 19 Cabral Júnior (10.1016/j.agwat.2021.106863_bib18) 2019; 138 Brito (10.1016/j.agwat.2021.106863_bib17) 2021; 250 Losgedaragh (10.1016/j.agwat.2021.106863_bib36) 2018; 561 Teixeira (10.1016/j.agwat.2021.106863_bib59) 2009; 149 Mahmoud (10.1016/j.agwat.2021.106863_bib38) 2016; 75 Mohamed (10.1016/j.agwat.2021.106863_bib42) 2004; 289 Oliveira (10.1016/j.agwat.2021.106863_bib43) 2014; 18 Bastiaanssen (10.1016/j.agwat.2021.106863_bib8) 2000; 229 Brasil Neto (10.1016/j.agwat.2021.106863_bib16) 2021; 11 Coelho (10.1016/j.agwat.2021.106863_bib20) 2017; 548 Veloso (10.1016/j.agwat.2021.106863_bib63) 2020; 17 Appel (10.1016/j.agwat.2021.106863_bib3) 2018; 138 Zhang (10.1016/j.agwat.2021.106863_bib66) 2020; 230 Teixeira (10.1016/j.agwat.2021.106863_bib58) 2007; 94 Mhawej (10.1016/j.agwat.2021.106863_bib40) 2020; 230 10.1016/j.agwat.2021.106863_bib25 Silva (10.1016/j.agwat.2021.106863_bib54) 2020; 21 Mahmoud (10.1016/j.agwat.2021.106863_bib37) 2016; 124 Su (10.1016/j.agwat.2021.106863_bib56) 2002; 6 Bastiaanssen (10.1016/j.agwat.2021.106863_bib7) 1995 Silva (10.1016/j.agwat.2021.106863_bib52) 2015; 135 Ferreira (10.1016/j.agwat.2021.106863_bib29) 2020; 291 Xiang (10.1016/j.agwat.2021.106863_bib65) 2020; 232 Bhattarai (10.1016/j.agwat.2021.106863_bib12) 2016; 49 Mhawej (10.1016/j.agwat.2021.106863_bib41) 2020; 229 Lins (10.1016/j.agwat.2021.106863_bib35) 2017; 1 Souza (10.1016/j.agwat.2021.106863_bib55) 2015; 50 Vanomark (10.1016/j.agwat.2021.106863_bib62) 2018; 77 Silva (10.1016/j.agwat.2021.106863_bib49) 2015; 67 Sun (10.1016/j.agwat.2021.106863_bib57) 2011; 54 Congalton (10.1016/j.agwat.2021.106863_bib21) 1991; 37 Garrido-Rubio (10.1016/j.agwat.2021.106863_bib31) 2020; 238 Arraes (10.1016/j.agwat.2021.106863_bib4) 2012; 25 Allen (10.1016/j.agwat.2021.106863_bib1) 2002; 2002 Bezerra (10.1016/j.agwat.2021.106863_bib10) 2015; 74 Santos (10.1016/j.agwat.2021.106863_bib46) 2017; 74 |
| References_xml | – volume: 33 start-page: 452 year: 2018 end-page: 458 ident: bib19 article-title: Radiation and energy fluxes in preserved caatinga and sugarcane in semi-arid publication-title: Rev. Bras. Meteorol. – volume: 158 start-page: 281 year: 2015 end-page: 294 ident: bib30 article-title: Remote sensing of evapotranspiration over cotton using the TSEB and METRIC energy balance models publication-title: Remote Sens. Environ. – volume: 74 start-page: 120 year: 2015 end-page: 128 ident: bib10 article-title: Surface energy exchange and evapotranspiration from cotton crop under full irrigation conditions in the Rio Grande do Norte State, Brazilian Semi-Arid publication-title: Bragantia – reference: Menenti M. , Choudhury B.J. , 1993. Parameterization of land surface evaporation by means of location dependent potential evaporation and surface temperature range. Proceedings of the Yokohama Symposium from IAHS Publ., 212, 561–568. – volume: 108 start-page: 369 year: 2007 end-page: 384 ident: bib61 article-title: An intercomparison of the Surface Energy Balance Algorithm for Land (SEBAL) and the Two-Source Energy Balance (TSEB) modeling schemes publication-title: Remote Sens. Environ. – volume: 133 start-page: 380 year: 2007 end-page: 394 ident: bib2 article-title: Satellite-based energy balance for mapping evapotranspiration with internalized calibration (METRIC)—model publication-title: J. Irrig. Drain. Eng. – volume: 76 start-page: 93 year: 2019 end-page: 101 ident: bib22 article-title: Spatial variability of coffee plant water consumption based on the SEBAL algorithm publication-title: Sci. Agric. – volume: 192 start-page: 317 year: 2020 ident: bib24 article-title: Drought impacts, social organization and public policies in northeastern Brazil: a case study of the Upper Paraíba River basin publication-title: Environ. Monit. Assess. – volume: 124 start-page: 269 year: 2016 end-page: 283 ident: bib37 article-title: A coupled remote sensing and the Surface Energy Balance based algorithms to estimate actual evapotranspiration over the western and southern regions of Saudi Arabia publication-title: J. Asian Earth Sci. – volume: 94 start-page: 31 year: 2007 end-page: 42 ident: bib58 article-title: Crop water parameters of irrigated wine and table grapes to support water productivity analysis in the São Francisco River basin, Brazil publication-title: Agric. Water Manag. – year: 1995 ident: bib7 article-title: Regionalization of Surface Flux Densities and Moisture Indicators in Composite Terrain: A Remote Sensing Approach Under Clear Skies in Mediterranean climates – volume: 18 start-page: 1039 year: 2014 end-page: 1046 ident: bib43 article-title: Evapotranspiração real em bacia hidrográfica do Nordeste brasileiro por meio do SEBAL e produtos MODIS publication-title: Rev. Bras. Eng. Agríc.Ambient. – volume: 24 start-page: 1 year: 2019 end-page: 11 ident: bib33 article-title: Experimentation and modeling of soil evaporation in underground dam in a semiarid region publication-title: Braz. J. Water Resour. – volume: 40 start-page: 23 year: 2013 end-page: 26 ident: bib5 article-title: Evamapper: a novel MATLAB toolbox for evapotranspiration mapping. International archives of the photogrammetry publication-title: Remote Sens. Spat. Inf. Sci. – volume: 118 start-page: 76 year: 2019 end-page: 82 ident: bib11 article-title: LandMOD ET mapper: a new matlab-based graphical user interface (GUI) for automated implementation of SEBAL and METRIC models in thermal imagery publication-title: Environ. Model. Softw. – volume: 54 start-page: 1086 year: 2011 end-page: 1092 ident: bib57 article-title: Evapotranspiration estimation based on the SEBAL model in the Nansi Lake Wetland of China publication-title: Math. Comput. Model. – volume: 17 year: 2020 ident: bib63 article-title: Modelling gross primary productivity in tropical savanna pasturelands for livestock intensification in Brazil publication-title: Remote Sens. Appl.: Soc. Environ. – volume: 217 start-page: 383 year: 2019 end-page: 390 ident: bib45 article-title: Estimating evapotranspiration of pistachio crop based on SEBAL algorithm using Landsat 8 satellite imagery publication-title: Agric. Water Manag. – volume: 101 year: 2021 ident: bib23 article-title: Future scenarios based on a CA-Markov land use and land cover simulation model for a tropical humid basin in the Cerrado/Atlantic forest ecotone of Brazil publication-title: Land Use Policy – volume: 67 start-page: 1203 year: 2015 end-page: 1216 ident: bib49 article-title: Determinação de temperatura da superfície, saldo de radiação e evapotranspiração usando imagens Landsat e dados observados publication-title: Rev. Bras. Cartogr. – volume: 6 start-page: 85 year: 2002 end-page: 100 ident: bib56 article-title: The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes publication-title: Hydrol. Earth Syst. Sci. – volume: 138 start-page: 215 year: 2019 end-page: 225 ident: bib18 article-title: Detecting linear trend of reference evapotranspiration in irrigated farming areas in Brazil’s semiarid region publication-title: Theor. Appl. Climatol. – reference: De Lima CES , 2019. Impacto das ações antrópicas no balanço de energia e na evapotranspiração real em bacia hidrográfica do semiárido de Pernambuco. PhD Dissertation, Recife. – volume: 229 year: 2020 ident: bib41 article-title: Automated evapotranspiration retrieval model with missing soil-related datasets: The proposal of SEBALI publication-title: Agric. Water Manag. – volume: 20 start-page: 243 year: 2005 end-page: 252 ident: bib51 article-title: Radiation balance in irrigated surface using Landsat 5 – TM’s images publication-title: Rev. Bras. De. Meteorol. – volume: 74 start-page: 54 year: 2017 end-page: 66 ident: bib46 article-title: Estimation of evapotranspiration for different land covers in a Brazilian semi-arid region: a case study of the Brígida River basin, Brazil publication-title: J. South Am. Earth Sci. – volume: 229 start-page: 87 year: 2000 end-page: 100 ident: bib8 article-title: SEBAL-based sensible and latent heat fluxes in the irrigated Gediz Basin, Turkey publication-title: J. Hydrol. – volume: 79 start-page: 1 year: 2019 end-page: 11 ident: bib50 article-title: Automated surface energy balance algorithm for land (ASEBAL) based on automating endmember pixel selection for evapotranspiration calculation in MODIS orbital images publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 149 start-page: 462 year: 2009 end-page: 476 ident: bib59 article-title: Reviewing SEBAL input parameters for assessing evapotranspiration and water productivity for the Low-Middle São Francisco River basin, Brazil part A: calibration and validation publication-title: Agric. For. Meteorol. – volume: 230 year: 2020 ident: bib66 article-title: Influence of mulched drip irrigation on landscape scale evapotranspiration from farmland in an arid area publication-title: Agric. Water Manag. – volume: 20 start-page: 3 year: 2016 end-page: 8 ident: bib53 article-title: Procedures for calculation of the albedo with OLI-Landsat 8 images: application to the Brazilian semi-arid publication-title: Rev. Bras. Eng. Agríc. Ambient. – volume: 2002 start-page: 97 year: 2002 ident: bib1 article-title: SEBAL: surface Energy Balance Algorithms for Land, Idaho Implementation Waters Consulting publication-title: Idaho – volume: 37 start-page: 35 year: 1991 end-page: 46 ident: bib21 article-title: A review of assessing the accuracy classifications of remotely sensed data publication-title: Remote Sens. Environ. – volume: 8 start-page: 983 year: 2016 ident: bib34 article-title: The modified SEBAL for mapping daily spatial evapotranspiration of South Korea using three flux towers and Terra MODIS data publication-title: Remote Sens. – volume: 232 year: 2020 ident: bib65 article-title: Similarity and difference of potential evapotranspiration and reference crop evapotranspiration – a review publication-title: Agric. Water Manag. – volume: 291 year: 2020 ident: bib29 article-title: The use of remote sensing for reliable estimation of net radiation and its components: a case study for contrasting land covers in an agricultural hotspot of the Brazilian semiarid region publication-title: Agric. For. Meteorol. – volume: 11 start-page: 637 year: 2019 end-page: 655 ident: bib48 article-title: Cluster analysis applied to spatiotemporal variability of monthly precipitation over Paraíba state using Tropical Rainfall Measuring Mission (TRMM) data publication-title: Remote Sens. – volume: 21 year: 2020 ident: bib54 article-title: Modeling land cover change based on an artificial neural network for a semiarid river basin in northeastern Brazil publication-title: Glob. Ecol. Conserv. – volume: 138 start-page: 47 year: 2018 end-page: 56 ident: bib3 article-title: Open and scalable analytics of large Earth observation datasets: From scenes to multidimensional arrays using SciDB and GDAL. publication-title: ISPRS J. Photogramm. Remote Sens. – volume: 238 year: 2020 ident: bib32 article-title: Time series trends of Landsat-based ET using automated calibration in METRIC and SEBAL: the Bekaa Valley, Lebanon publication-title: Remote Sens. Environ. – volume: 561 start-page: 523 year: 2018 end-page: 531 ident: bib36 article-title: Evaluation of SEBS, SEBAL, and METRIC models in estimation of the evaporation from the freshwater lakes (Case study: amirkabir dam, Iran) publication-title: J. Hydrol. – volume: 135 start-page: 42 year: 2015 end-page: 49 ident: bib52 article-title: Determination of instantaneous and daily net radiation from TM - Landsat 5 data in a subtropical watershed publication-title: J. Atmos. Sol. Terr. Phys. – volume: 19 start-page: 171 year: 2015 end-page: 200 ident: bib6 article-title: Endividamento agrícola: quão comprometidos são os produtores do polo Petrolina-Juazeiro frente suas dívidas? publication-title: Econ. Apl. – volume: 238 year: 2020 ident: bib31 article-title: Remote sensing–based soil water balance for irrigation water accounting at plot and water user association management scale publication-title: Agric. Water Manag. – volume: 19 start-page: 671 year: 2008 end-page: 678 ident: bib64 article-title: ETWatch for monitoring regional evapotranspiration with remote sensing publication-title: Adv. Water Sci. – volume: 25 start-page: 119 year: 2012 end-page: 127 ident: bib4 article-title: Dinâmica do balanço de energia sobre o açude Orós e suas adjacências publication-title: Rev. Caatinga – volume: 149 start-page: 477 year: 2009 end-page: 490 ident: bib60 article-title: Reviewing SEBAL input parameters for assessing evapotranspiration and water productivity for the Low-Middle São Francisco River basin, Brazil. Part B: application to the regional scale publication-title: Agric. For. Meteorol. – volume: 72 start-page: 385 year: 2015 end-page: 392 ident: bib15 article-title: Energy balance and evapotranspiration of melon grown with plastic mulch in the Brazilian semiarid region publication-title: Sci. Agric. – volume: 548 start-page: 1 year: 2017 end-page: 15 ident: bib20 article-title: Alluvial groundwater recharge estimation in semi-arid environment using remotely sensed data publication-title: J. Hydrol. – volume: 11 start-page: 286 year: 2021 end-page: 296 ident: bib16 article-title: Evaluation of the TRMM product for monitoring drought over Paraíba State, northeastern Brazil: a trend analysis publication-title: Sci. Rep. – volume: 25 start-page: 383 year: 2010 end-page: 3920 ident: bib26 article-title: Assessment of daily actual evapotranspiration with SEBAL and S-SEBI algorithms in cotton crop publication-title: Rev. Bras. Meteorol. – volume: 212–213 start-page: 213 year: 1998 end-page: 229 ident: bib9 article-title: A remote sensing surface energy balance algorithm for land (SEBAL) 1 publication-title: Formul. J. Hydrol. – volume: 50 start-page: 627 year: 2015 end-page: 636 ident: bib55 article-title: Balanço de energia e controle biofísico da evapotranspiração na Caatinga em condições de seca intensa publication-title: Rev. Pesqui. Agropecuária Bras. – volume: 230 year: 2020 ident: bib40 article-title: Dynamic calibration for better SEBALI ET estimations: validations and recommendations publication-title: Agric. Water Manag. – volume: 85 year: 2020 ident: bib27 article-title: Spatio-temporal patterns of energy exchange and evapotranspiration during an intense drought for drylands in Brazil publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 196 start-page: 178 year: 2017 end-page: 192 ident: bib13 article-title: A new optimized algorithm for automating endmember pixel selection in the SEBAL and METRIC models publication-title: Remote Sens. Environ. – volume: 1 start-page: 64 year: 2017 end-page: 75 ident: bib35 article-title: Estimativa de parâmetros biofísicos e evapotranspiração real no semiárido pernambucano utilizando sensoriamento remoto publication-title: IRRIGA – volume: 75 start-page: 1 year: 2016 end-page: 28 ident: bib38 article-title: Integrated remote sensing and GIS‐based approach for deciphering groundwater potential zones in the central region of Saudi Arabia publication-title: Environ. Earth Sci. – volume: 250 year: 2021 ident: bib17 article-title: Monitoring meteorological drought in a semiarid region using two long-term satellite-estimated rainfall datasets: a case study of the Piranhas River basin, northeastern Brazil publication-title: Atmos. Res. – volume: 49 start-page: 75 year: 2016 end-page: 86 ident: bib12 article-title: Evaluating five remote sensing based single-source surface energy balance models for estimating daily evapotranspiration in a humid subtropical climate publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 74 start-page: 54 year: 2017 end-page: 66 ident: bib47 article-title: Estimation of evapotranspiration for different land covers in a Brazilian semi-arid region: a case study of the Brígida River basin, Brazil publication-title: J. South Am. Earth Sci. – volume: 52 start-page: 117 year: 2014 end-page: 138 ident: bib44 article-title: Adoção de estratégias para redução de riscos: identificação dos determinantes da diversificação produtiva no polo Petrolina-Juazeiro publication-title: Rev. Econ. Sociol. Rural – volume: 581 year: 2020 ident: bib28 article-title: Improving remote sensing based evapotranspiration modelling in a heterogeneous urban environment publication-title: J. Hydrol. – volume: 133 start-page: 128 year: 2017 end-page: 141 ident: bib14 article-title: Utility of remote sensing based surface energy balance models to track water stress in rain-fed switchgrass under dry and wet conditions publication-title: ISPRS J. Photogramm. Remote Sens. – volume: 77 start-page: 168 year: 2018 end-page: 180 ident: bib62 article-title: Energy balance partitioning and evapotranspiration from irrigated muskmelon under semi-arid conditions publication-title: Bragantia – volume: 289 start-page: 145 year: 2004 end-page: 164 ident: bib42 article-title: Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques publication-title: J. Hydrol. – volume: 2002 start-page: 97 year: 2002 ident: 10.1016/j.agwat.2021.106863_bib1 article-title: SEBAL: surface Energy Balance Algorithms for Land, Idaho Implementation Waters Consulting – volume: 79 start-page: 1 issue: 1 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib50 article-title: Automated surface energy balance algorithm for land (ASEBAL) based on automating endmember pixel selection for evapotranspiration calculation in MODIS orbital images publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 75 start-page: 1 issue: 4 year: 2016 ident: 10.1016/j.agwat.2021.106863_bib38 article-title: Integrated remote sensing and GIS‐based approach for deciphering groundwater potential zones in the central region of Saudi Arabia publication-title: Environ. Earth Sci. doi: 10.1007/s12665-015-5156-2 – volume: 76 start-page: 93 issue: 2 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib22 article-title: Spatial variability of coffee plant water consumption based on the SEBAL algorithm publication-title: Sci. Agric. doi: 10.1590/1678-992x-2017-0158 – year: 1995 ident: 10.1016/j.agwat.2021.106863_bib7 – volume: 238 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib32 article-title: Time series trends of Landsat-based ET using automated calibration in METRIC and SEBAL: the Bekaa Valley, Lebanon publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2018.12.033 – volume: 54 start-page: 1086 issue: 3–4 year: 2011 ident: 10.1016/j.agwat.2021.106863_bib57 article-title: Evapotranspiration estimation based on the SEBAL model in the Nansi Lake Wetland of China publication-title: Math. Comput. Model. doi: 10.1016/j.mcm.2010.11.039 – volume: 11 start-page: 637 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib48 article-title: Cluster analysis applied to spatiotemporal variability of monthly precipitation over Paraíba state using Tropical Rainfall Measuring Mission (TRMM) data publication-title: Remote Sens. doi: 10.3390/rs11060637 – volume: 18 start-page: 1039 issue: 10 year: 2014 ident: 10.1016/j.agwat.2021.106863_bib43 article-title: Evapotranspiração real em bacia hidrográfica do Nordeste brasileiro por meio do SEBAL e produtos MODIS publication-title: Rev. Bras. Eng. Agríc.Ambient. doi: 10.1590/1807-1929/agriambi.v18n10p1039-1046 – volume: 94 start-page: 31 issue: 1–3 year: 2007 ident: 10.1016/j.agwat.2021.106863_bib58 article-title: Crop water parameters of irrigated wine and table grapes to support water productivity analysis in the São Francisco River basin, Brazil publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2007.08.001 – volume: 138 start-page: 215 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib18 article-title: Detecting linear trend of reference evapotranspiration in irrigated farming areas in Brazil’s semiarid region publication-title: Theor. Appl. Climatol. doi: 10.1007/s00704-019-02816-w – volume: 124 start-page: 269 year: 2016 ident: 10.1016/j.agwat.2021.106863_bib37 article-title: A coupled remote sensing and the Surface Energy Balance based algorithms to estimate actual evapotranspiration over the western and southern regions of Saudi Arabia publication-title: J. Asian Earth Sci. doi: 10.1016/j.jseaes.2016.05.012 – volume: 217 start-page: 383 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib45 article-title: Estimating evapotranspiration of pistachio crop based on SEBAL algorithm using Landsat 8 satellite imagery publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2019.03.018 – volume: 40 start-page: 23 issue: 7 year: 2013 ident: 10.1016/j.agwat.2021.106863_bib5 article-title: Evamapper: a novel MATLAB toolbox for evapotranspiration mapping. International archives of the photogrammetry publication-title: Remote Sens. Spat. Inf. Sci. – volume: 74 start-page: 120 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib10 article-title: Surface energy exchange and evapotranspiration from cotton crop under full irrigation conditions in the Rio Grande do Norte State, Brazilian Semi-Arid publication-title: Bragantia doi: 10.1590/1678-4499.0245 – volume: 11 start-page: 286 year: 2021 ident: 10.1016/j.agwat.2021.106863_bib16 article-title: Evaluation of the TRMM product for monitoring drought over Paraíba State, northeastern Brazil: a trend analysis publication-title: Sci. Rep. doi: 10.1038/s41598-020-80026-5 – volume: 67 start-page: 1203 issue: 4 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib49 article-title: Determinação de temperatura da superfície, saldo de radiação e evapotranspiração usando imagens Landsat e dados observados publication-title: Rev. Bras. Cartogr. – volume: 33 start-page: 452 issue: 3 year: 2018 ident: 10.1016/j.agwat.2021.106863_bib19 article-title: Radiation and energy fluxes in preserved caatinga and sugarcane in semi-arid publication-title: Rev. Bras. Meteorol. doi: 10.1590/0102-7786333005 – volume: 8 start-page: 983 issue: 12 year: 2016 ident: 10.1016/j.agwat.2021.106863_bib34 article-title: The modified SEBAL for mapping daily spatial evapotranspiration of South Korea using three flux towers and Terra MODIS data publication-title: Remote Sens. doi: 10.3390/rs8120983 – volume: 20 start-page: 3 issue: 1 year: 2016 ident: 10.1016/j.agwat.2021.106863_bib53 article-title: Procedures for calculation of the albedo with OLI-Landsat 8 images: application to the Brazilian semi-arid publication-title: Rev. Bras. Eng. Agríc. Ambient. doi: 10.1590/1807-1929/agriambi.v20n1p3-8 – volume: 291 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib29 article-title: The use of remote sensing for reliable estimation of net radiation and its components: a case study for contrasting land covers in an agricultural hotspot of the Brazilian semiarid region publication-title: Agric. For. Meteorol. doi: 10.1016/j.agrformet.2020.108052 – volume: 72 start-page: 385 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib15 article-title: Energy balance and evapotranspiration of melon grown with plastic mulch in the Brazilian semiarid region publication-title: Sci. Agric. doi: 10.1590/0103-9016-2014-0136 – volume: 101 year: 2021 ident: 10.1016/j.agwat.2021.106863_bib23 article-title: Future scenarios based on a CA-Markov land use and land cover simulation model for a tropical humid basin in the Cerrado/Atlantic forest ecotone of Brazil publication-title: Land Use Policy doi: 10.1016/j.landusepol.2020.105141 – volume: 135 start-page: 42 issue: 1 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib52 article-title: Determination of instantaneous and daily net radiation from TM - Landsat 5 data in a subtropical watershed publication-title: J. Atmos. Sol. Terr. Phys. doi: 10.1016/j.jastp.2015.09.020 – volume: 6 start-page: 85 issue: 1 year: 2002 ident: 10.1016/j.agwat.2021.106863_bib56 article-title: The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes publication-title: Hydrol. Earth Syst. Sci. doi: 10.5194/hess-6-85-2002 – volume: 118 start-page: 76 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib11 article-title: LandMOD ET mapper: a new matlab-based graphical user interface (GUI) for automated implementation of SEBAL and METRIC models in thermal imagery publication-title: Environ. Model. Softw. doi: 10.1016/j.envsoft.2019.04.007 – volume: 1 start-page: 64 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib35 article-title: Estimativa de parâmetros biofísicos e evapotranspiração real no semiárido pernambucano utilizando sensoriamento remoto publication-title: IRRIGA doi: 10.15809/irriga.2017v1n1p64-75 – volume: 232 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib65 article-title: Similarity and difference of potential evapotranspiration and reference crop evapotranspiration – a review publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2020.106043 – volume: 19 start-page: 171 issue: 1 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib6 article-title: Endividamento agrícola: quão comprometidos são os produtores do polo Petrolina-Juazeiro frente suas dívidas? publication-title: Econ. Apl. doi: 10.1590/1413-8050/ea128281 – volume: 25 start-page: 383 issue: 3 year: 2010 ident: 10.1016/j.agwat.2021.106863_bib26 article-title: Assessment of daily actual evapotranspiration with SEBAL and S-SEBI algorithms in cotton crop publication-title: Rev. Bras. Meteorol. doi: 10.1590/S0102-77862010000300010 – volume: 289 start-page: 145 issue: 1–4 year: 2004 ident: 10.1016/j.agwat.2021.106863_bib42 article-title: Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2003.11.038 – volume: 17 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib63 article-title: Modelling gross primary productivity in tropical savanna pasturelands for livestock intensification in Brazil publication-title: Remote Sens. Appl.: Soc. Environ. – volume: 230 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib40 article-title: Dynamic calibration for better SEBALI ET estimations: validations and recommendations publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2019.105955 – volume: 149 start-page: 462 year: 2009 ident: 10.1016/j.agwat.2021.106863_bib59 article-title: Reviewing SEBAL input parameters for assessing evapotranspiration and water productivity for the Low-Middle São Francisco River basin, Brazil part A: calibration and validation publication-title: Agric. For. Meteorol. doi: 10.1016/j.agrformet.2008.09.016 – volume: 192 start-page: 317 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib24 article-title: Drought impacts, social organization and public policies in northeastern Brazil: a case study of the Upper Paraíba River basin publication-title: Environ. Monit. Assess. doi: 10.1007/s10661-020-8219-0 – volume: 19 start-page: 671 issue: 5 year: 2008 ident: 10.1016/j.agwat.2021.106863_bib64 article-title: ETWatch for monitoring regional evapotranspiration with remote sensing publication-title: Adv. Water Sci. – volume: 250 year: 2021 ident: 10.1016/j.agwat.2021.106863_bib17 article-title: Monitoring meteorological drought in a semiarid region using two long-term satellite-estimated rainfall datasets: a case study of the Piranhas River basin, northeastern Brazil publication-title: Atmos. Res. doi: 10.1016/j.atmosres.2020.105380 – volume: 108 start-page: 369 issue: 4 year: 2007 ident: 10.1016/j.agwat.2021.106863_bib61 article-title: An intercomparison of the Surface Energy Balance Algorithm for Land (SEBAL) and the Two-Source Energy Balance (TSEB) modeling schemes publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2006.11.028 – volume: 74 start-page: 54 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib46 article-title: Estimation of evapotranspiration for different land covers in a Brazilian semi-arid region: a case study of the Brígida River basin, Brazil publication-title: J. South Am. Earth Sci. doi: 10.1016/j.jsames.2017.01.002 – volume: 133 start-page: 128 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib14 article-title: Utility of remote sensing based surface energy balance models to track water stress in rain-fed switchgrass under dry and wet conditions publication-title: ISPRS J. Photogramm. Remote Sens. doi: 10.1016/j.isprsjprs.2017.10.010 – volume: 212–213 start-page: 213 year: 1998 ident: 10.1016/j.agwat.2021.106863_bib9 article-title: A remote sensing surface energy balance algorithm for land (SEBAL) 1 publication-title: Formul. J. Hydrol. doi: 10.1016/S0022-1694(98)00254-6 – volume: 52 start-page: 117 issue: 1 year: 2014 ident: 10.1016/j.agwat.2021.106863_bib44 article-title: Adoção de estratégias para redução de riscos: identificação dos determinantes da diversificação produtiva no polo Petrolina-Juazeiro publication-title: Rev. Econ. Sociol. Rural doi: 10.1590/S0103-20032014000100007 – volume: 50 start-page: 627 issue: 8 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib55 article-title: Balanço de energia e controle biofísico da evapotranspiração na Caatinga em condições de seca intensa publication-title: Rev. Pesqui. Agropecuária Bras. doi: 10.1590/S0100-204X2015000800001 – volume: 24 start-page: 1 issue: 1 year: 2019 ident: 10.1016/j.agwat.2021.106863_bib33 article-title: Experimentation and modeling of soil evaporation in underground dam in a semiarid region publication-title: Braz. J. Water Resour. – volume: 49 start-page: 75 issue: 1 year: 2016 ident: 10.1016/j.agwat.2021.106863_bib12 article-title: Evaluating five remote sensing based single-source surface energy balance models for estimating daily evapotranspiration in a humid subtropical climate publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 133 start-page: 380 issue: 4 year: 2007 ident: 10.1016/j.agwat.2021.106863_bib2 article-title: Satellite-based energy balance for mapping evapotranspiration with internalized calibration (METRIC)—model publication-title: J. Irrig. Drain. Eng. doi: 10.1061/(ASCE)0733-9437(2007)133:4(380) – volume: 74 start-page: 54 issue: 1 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib47 article-title: Estimation of evapotranspiration for different land covers in a Brazilian semi-arid region: a case study of the Brígida River basin, Brazil publication-title: J. South Am. Earth Sci. doi: 10.1016/j.jsames.2017.01.002 – volume: 149 start-page: 477 issue: 3–4 year: 2009 ident: 10.1016/j.agwat.2021.106863_bib60 article-title: Reviewing SEBAL input parameters for assessing evapotranspiration and water productivity for the Low-Middle São Francisco River basin, Brazil. Part B: application to the regional scale publication-title: Agric. For. Meteorol. doi: 10.1016/j.agrformet.2008.09.014 – volume: 230 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib66 article-title: Influence of mulched drip irrigation on landscape scale evapotranspiration from farmland in an arid area publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2019.105953 – volume: 21 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib54 article-title: Modeling land cover change based on an artificial neural network for a semiarid river basin in northeastern Brazil publication-title: Glob. Ecol. Conserv. – volume: 581 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib28 article-title: Improving remote sensing based evapotranspiration modelling in a heterogeneous urban environment publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2019.124405 – volume: 229 start-page: 87 issue: 1–2 year: 2000 ident: 10.1016/j.agwat.2021.106863_bib8 article-title: SEBAL-based sensible and latent heat fluxes in the irrigated Gediz Basin, Turkey publication-title: J. Hydrol. doi: 10.1016/S0022-1694(99)00202-4 – volume: 77 start-page: 168 issue: 1 year: 2018 ident: 10.1016/j.agwat.2021.106863_bib62 article-title: Energy balance partitioning and evapotranspiration from irrigated muskmelon under semi-arid conditions publication-title: Bragantia doi: 10.1590/1678-4499.2016453 – volume: 25 start-page: 119 issue: 1 year: 2012 ident: 10.1016/j.agwat.2021.106863_bib4 article-title: Dinâmica do balanço de energia sobre o açude Orós e suas adjacências publication-title: Rev. Caatinga – volume: 138 start-page: 47 year: 2018 ident: 10.1016/j.agwat.2021.106863_bib3 article-title: Open and scalable analytics of large Earth observation datasets: From scenes to multidimensional arrays using SciDB and GDAL. publication-title: ISPRS J. Photogramm. Remote Sens. doi: 10.1016/j.isprsjprs.2018.01.014 – volume: 158 start-page: 281 year: 2015 ident: 10.1016/j.agwat.2021.106863_bib30 article-title: Remote sensing of evapotranspiration over cotton using the TSEB and METRIC energy balance models publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2014.11.003 – volume: 548 start-page: 1 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib20 article-title: Alluvial groundwater recharge estimation in semi-arid environment using remotely sensed data publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2017.02.054 – volume: 20 start-page: 243 year: 2005 ident: 10.1016/j.agwat.2021.106863_bib51 article-title: Radiation balance in irrigated surface using Landsat 5 – TM’s images publication-title: Rev. Bras. De. Meteorol. – volume: 85 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib27 article-title: Spatio-temporal patterns of energy exchange and evapotranspiration during an intense drought for drylands in Brazil publication-title: Int. J. Appl. Earth Obs. Geoinf. – volume: 561 start-page: 523 year: 2018 ident: 10.1016/j.agwat.2021.106863_bib36 article-title: Evaluation of SEBS, SEBAL, and METRIC models in estimation of the evaporation from the freshwater lakes (Case study: amirkabir dam, Iran) publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2018.04.025 – ident: 10.1016/j.agwat.2021.106863_bib39 – volume: 229 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib41 article-title: Automated evapotranspiration retrieval model with missing soil-related datasets: The proposal of SEBALI publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2019.105938 – volume: 196 start-page: 178 year: 2017 ident: 10.1016/j.agwat.2021.106863_bib13 article-title: A new optimized algorithm for automating endmember pixel selection in the SEBAL and METRIC models publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2017.05.009 – volume: 37 start-page: 35 year: 1991 ident: 10.1016/j.agwat.2021.106863_bib21 article-title: A review of assessing the accuracy classifications of remotely sensed data publication-title: Remote Sens. Environ. doi: 10.1016/0034-4257(91)90048-B – ident: 10.1016/j.agwat.2021.106863_bib25 – volume: 238 year: 2020 ident: 10.1016/j.agwat.2021.106863_bib31 article-title: Remote sensing–based soil water balance for irrigation water accounting at plot and water user association management scale publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2020.106236 |
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| SubjectTerms | Agriculture algorithms Automated evapotranspiration automation Brazil caatinga Caatinga vegetation dry forests energy balance evapotranspiration GRASS GIS irrigation land use and land cover maps Landsat latent heat flux net radiation population growth Python language SEBAL semiarid zones sensible heat flux soil heat flux temperature uncertainty water management |
| Title | Assessment of automated evapotranspiration estimates obtained using the GP-SEBAL algorithm for dry forest vegetation (Caatinga) and agricultural areas in the Brazilian semiarid region |
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