Framework for Standardizing Less Data-Intensive Methods of Reference Evapotranspiration Estimation

Evapotranspiration is one of the vital components of water cycle and its accurate estimation is the key to sustainable management of irrigation water. The FAO Penman-Monteith (FAO-PM) method is recommended as the standard method for computing reference evapotranspiration (ET o ) as well as for evalu...

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Published inWater resources management Vol. 32; no. 13; pp. 4159 - 4175
Main Authors Singh, Laishram Kanta, Jha, Madan K., Pandey, Mohita
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Netherlands 01.10.2018
Springer Nature B.V
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Abstract Evapotranspiration is one of the vital components of water cycle and its accurate estimation is the key to sustainable management of irrigation water. The FAO Penman-Monteith (FAO-PM) method is recommended as the standard method for computing reference evapotranspiration (ET o ) as well as for evaluating other indirect methods. However, due to the lack of weather data such as radiation, relative humidity and wind speed in many regions of the world, especially in developing countries, the FAO-PM method is difficult to use. To address this issue, a fairly robust methodology is proposed in this study to standardize two popular less data-intensive (temperature-based) ET o methods, viz., Hargreaves-Samani (HS) and Penman-Monteith Temperature (PMT) against the FAO-PM method. To achieve this goal, the daily and monthly biases of these two methods were adjusted using the weather data of 14 locations for the 1979–2003 period. Subsequently, the performance of the standardized (de-biased) less data-intensive methods were verified using salient statistical and graphical indicators for the 2004–2013 period. The results indicated that the HS and PMT methods underestimate ET o on a monthly time step by 9.62 and 14.77%, respectively. However, the performances of these methods significantly improve after the standardization. The estimates of ET o by the standardized less data-intensive methods were found to be in close agreement with those by the standard FAO-PM method, thereby suggesting the usefulness and applicability of the proposed framework in data-scarce situations irrespective of agro-climatic conditions.
AbstractList Evapotranspiration is one of the vital components of water cycle and its accurate estimation is the key to sustainable management of irrigation water. The FAO Penman-Monteith (FAO-PM) method is recommended as the standard method for computing reference evapotranspiration (ET o ) as well as for evaluating other indirect methods. However, due to the lack of weather data such as radiation, relative humidity and wind speed in many regions of the world, especially in developing countries, the FAO-PM method is difficult to use. To address this issue, a fairly robust methodology is proposed in this study to standardize two popular less data-intensive (temperature-based) ET o methods, viz., Hargreaves-Samani (HS) and Penman-Monteith Temperature (PMT) against the FAO-PM method. To achieve this goal, the daily and monthly biases of these two methods were adjusted using the weather data of 14 locations for the 1979–2003 period. Subsequently, the performance of the standardized (de-biased) less data-intensive methods were verified using salient statistical and graphical indicators for the 2004–2013 period. The results indicated that the HS and PMT methods underestimate ET o on a monthly time step by 9.62 and 14.77%, respectively. However, the performances of these methods significantly improve after the standardization. The estimates of ET o by the standardized less data-intensive methods were found to be in close agreement with those by the standard FAO-PM method, thereby suggesting the usefulness and applicability of the proposed framework in data-scarce situations irrespective of agro-climatic conditions.
Evapotranspiration is one of the vital components of water cycle and its accurate estimation is the key to sustainable management of irrigation water. The FAO Penman-Monteith (FAO-PM) method is recommended as the standard method for computing reference evapotranspiration (ETo) as well as for evaluating other indirect methods. However, due to the lack of weather data such as radiation, relative humidity and wind speed in many regions of the world, especially in developing countries, the FAO-PM method is difficult to use. To address this issue, a fairly robust methodology is proposed in this study to standardize two popular less data-intensive (temperature-based) ETo methods, viz., Hargreaves-Samani (HS) and Penman-Monteith Temperature (PMT) against the FAO-PM method. To achieve this goal, the daily and monthly biases of these two methods were adjusted using the weather data of 14 locations for the 1979–2003 period. Subsequently, the performance of the standardized (de-biased) less data-intensive methods were verified using salient statistical and graphical indicators for the 2004–2013 period. The results indicated that the HS and PMT methods underestimate ETo on a monthly time step by 9.62 and 14.77%, respectively. However, the performances of these methods significantly improve after the standardization. The estimates of ETo by the standardized less data-intensive methods were found to be in close agreement with those by the standard FAO-PM method, thereby suggesting the usefulness and applicability of the proposed framework in data-scarce situations irrespective of agro-climatic conditions.
Author Jha, Madan K.
Pandey, Mohita
Singh, Laishram Kanta
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Cites_doi 10.1016/j.agwat.2007.01.014
10.1061/(ASCE)IR.1943-4774.0001032
10.1007/s00704-002-0720-6
10.13031/2013.18153
10.13031/2013.26773
10.1016/j.agwat.2006.03.014
10.1029/1998WR900018
10.5194/hess-17-1331-2013
10.1016/j.agwat.2005.03.007
10.1007/s002710050058
10.1061/(ASCE)HE.1943-5584.0000935
10.1007/s11269-014-0787-8
10.1016/j.agrformet.2004.03.005
10.1061/(ASCE)0733-9437(2003)129:1(53)
10.1016/j.agrformet.2010.09.009
10.1007/s11269-009-9478-2
10.1007/s11269-014-0741-9
10.1016/j.agwat.2009.12.001
10.1016/j.agwat.2008.01.009
10.1061/(ASCE)IR.1943-4774.0000664
10.1007/BF00204842
10.1016/j.agrformet.2011.10.013
10.1016/j.apgeog.2010.05.011
10.1007/s11269-014-0733-9
10.1016/j.jhydrol.2012.12.034
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Water Resources Management is a copyright of Springer, (2018). All Rights Reserved.
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Issue 13
Keywords Reference evapotranspiration
Standardization framework
Temperature-based ET
Data-scarce condition
methods
Language English
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References Spiegel, Stephens (CR22) 2008
Allen, Pruitt, Wright, Howell, Ventura, Snyder, Itenfisu, Steduto, Berengena, Beselga, Smith, Pereira, Raes, Perrier, Alves, Walter, Elliot (CR3) 2006; 81
Todorovic, Karic, Pereira (CR25) 2013; 481
Kisi (CR14) 2013; 140
Jabloun, Sahli (CR12) 2008; 95
Ventura, Spano, Duce, Snyder (CR27) 1999; 18
Gavilan, Berengena, Allen (CR9) 2007; 89
Keune, Murray, Benking (CR13) 1991; 23
Alexandris, Stricevic, Petkovic (CR1) 2008; 21
Belaineh, Sumner, Carter, Clapp (CR5) 2014; 19
Maeda, Wiberg, Pellikka (CR17) 2011; 31
Valipour (CR26) 2014; 28
CR2
Mallikarjuna, Jyothy, Murthy, Reddy (CR18) 2014; 28
Bogawski, Bednorz (CR6) 2014; 28
Hargreaves, Samani (CR11) 1985; 1
Legates, McCabe (CR15) 1999; 35
Tabari, Marofia, Aeini, Talaee, Mohammadi (CR24) 2011; 151
Sabziparvar, Tabari, Aeini, Ghafouri (CR20) 2010; 24
Garcia, Raes, Allen, Herbas (CR8) 2004; 125
Carbone, Principato, Garafalo, Piro (CR7) 2016; 142
Lopez-Urrea, Martin de Santa Olalla, Fabeiro, Moratalla (CR16) 2006; 85
Steduto, Todorovic, Caliandro, Rubino (CR23) 2003; 74
Bandyopadhyay, Bhadra, Swarnakar, Raghuwanshi, Singh (CR4) 2012; 154–155
Hargreaves, Allen (CR10) 2003; 129
McMahon, Peel, Lowe, Srikanthan, McVicar (CR19) 2013; 17
Sentelhas, Gillespie, Santos (CR21) 2010; 97
Yoder, Odhiambo, Wright (CR28) 2005; 21
P Mallikarjuna (2022_CR18) 2014; 28
2022_CR2
H Tabari (2022_CR24) 2011; 151
M Todorovic (2022_CR25) 2013; 481
M Garcia (2022_CR8) 2004; 125
H Keune (2022_CR13) 1991; 23
P Gavilan (2022_CR9) 2007; 89
R Lopez-Urrea (2022_CR16) 2006; 85
A Bandyopadhyay (2022_CR4) 2012; 154–155
MR Spiegel (2022_CR22) 2008
GH Hargreaves (2022_CR11) 1985; 1
M Jabloun (2022_CR12) 2008; 95
O Kisi (2022_CR14) 2013; 140
DR Legates (2022_CR15) 1999; 35
S Alexandris (2022_CR1) 2008; 21
EE Maeda (2022_CR17) 2011; 31
P Steduto (2022_CR23) 2003; 74
M Carbone (2022_CR7) 2016; 142
TA McMahon (2022_CR19) 2013; 17
F Ventura (2022_CR27) 1999; 18
G Belaineh (2022_CR5) 2014; 19
G Hargreaves (2022_CR10) 2003; 129
PC Sentelhas (2022_CR21) 2010; 97
P Bogawski (2022_CR6) 2014; 28
RE Yoder (2022_CR28) 2005; 21
RG Allen (2022_CR3) 2006; 81
M Valipour (2022_CR26) 2014; 28
A-A Sabziparvar (2022_CR20) 2010; 24
References_xml – volume: 89
  start-page: 275
  issue: 3
  year: 2007
  end-page: 286
  ident: CR9
  article-title: Measuring versus estimating net radiation and soil heat flux: impact on penman Monteith reference ET estimates in semiarid regions
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2007.01.014
  contributor:
    fullname: Allen
– volume: 142
  start-page: 06016007
  issue: 8
  year: 2016
  ident: CR7
  article-title: Comparison of evapotranspiration computation by FAO-56 and Hargreaves methods
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)IR.1943-4774.0001032
  contributor:
    fullname: Piro
– volume: 74
  start-page: 217
  year: 2003
  end-page: 225
  ident: CR23
  article-title: Daily reference evapo-transpiration estimates by the penman–Monteith equation in southern Italy. Constant vs. variable canopy resistance
  publication-title: Theor Appl Climatol
  doi: 10.1007/s00704-002-0720-6
  contributor:
    fullname: Rubino
– volume: 21
  start-page: 197
  issue: 2
  year: 2005
  end-page: 202
  ident: CR28
  article-title: Evaluation of methods for estimating daily reference crop evapotranspiration at a site in the humid Southeast United States
  publication-title: Appl Eng Agric
  doi: 10.13031/2013.18153
  contributor:
    fullname: Wright
– volume: 1
  start-page: 96
  issue: 2
  year: 1985
  end-page: 99
  ident: CR11
  article-title: Reference crop evapotranspiration from temperature
  publication-title: Appl Eng Agric
  doi: 10.13031/2013.26773
  contributor:
    fullname: Samani
– ident: CR2
– volume: 85
  start-page: 15
  year: 2006
  end-page: 26
  ident: CR16
  article-title: Testing evapotranspiration equations using lysimeter observations in a semiarid climate
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2006.03.014
  contributor:
    fullname: Moratalla
– volume: 35
  start-page: 233
  issue: 1
  year: 1999
  end-page: 241
  ident: CR15
  article-title: Evaluating the use of “goodness-of-fit” measures in hydrologic and hydroclimatic model validation
  publication-title: Water Resour Res
  doi: 10.1029/1998WR900018
  contributor:
    fullname: McCabe
– volume: 17
  start-page: 1331
  year: 2013
  end-page: 1363
  ident: CR19
  article-title: Estimating actual, potential, reference crop and pan evaporation using standard meteorological data: a pragmatic synthesis
  publication-title: Hydrol Earth Syst Sci
  doi: 10.5194/hess-17-1331-2013
  contributor:
    fullname: McVicar
– volume: 81
  start-page: 1
  year: 2006
  end-page: 22
  ident: CR3
  article-title: A recommendation on standardized surface resistance for hourly calculation of reference ET by the FAO56 penman-Monteith method
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2005.03.007
  contributor:
    fullname: Elliot
– volume: 18
  start-page: 163
  year: 1999
  end-page: 170
  ident: CR27
  article-title: An evaluation of common evapotranspiration equations
  publication-title: Irrig Sci
  doi: 10.1007/s002710050058
  contributor:
    fullname: Snyder
– volume: 19
  start-page: 05014006
  issue: 8
  year: 2014
  ident: CR5
  article-title: Harmonizing multiple methods for reconstructing historical potential and reference evapotranspiration
  publication-title: J Hydrol Eng ASCE
  doi: 10.1061/(ASCE)HE.1943-5584.0000935
  contributor:
    fullname: Clapp
– volume: 28
  start-page: 5021
  year: 2014
  end-page: 5038
  ident: CR6
  article-title: Comparison and validation of selected evapotranspiration models for conditions in Poland (Central Europe)
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0787-8
  contributor:
    fullname: Bednorz
– volume: 125
  start-page: 67
  year: 2004
  end-page: 82
  ident: CR8
  article-title: Dynamics of reference evapotranspiration in the Bolivian highlands (Altiplano)
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2004.03.005
  contributor:
    fullname: Herbas
– volume: 129
  start-page: 53
  issue: 1
  year: 2003
  end-page: 63
  ident: CR10
  article-title: History of evaluation of Hargreaves evaporation equation
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)0733-9437(2003)129:1(53)
  contributor:
    fullname: Allen
– volume: 151
  start-page: 128
  year: 2011
  end-page: 136
  ident: CR24
  article-title: Trend analysis of reference evapotranspiration in the western half of Iran
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2010.09.009
  contributor:
    fullname: Mohammadi
– volume: 21
  start-page: 17
  issue: 22
  year: 2008
  end-page: 28
  ident: CR1
  article-title: Comparative analysis of reference evapotranspiration from the surface of rainfed grass in central Serbia, calculated by six empirical methods against the Penman-Monteith formula
  publication-title: European Water
  contributor:
    fullname: Petkovic
– volume: 24
  start-page: 909
  year: 2010
  end-page: 920
  ident: CR20
  article-title: Evaluation of class a pan coefficient models for estimation of reference crop evapotranspiration in cold semi-arid and warm arid climates
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-009-9478-2
  contributor:
    fullname: Ghafouri
– volume: 28
  start-page: 4237
  issue: 12
  year: 2014
  end-page: 4255
  ident: CR26
  article-title: Use of average data of 181 synoptic stations for estimation of reference crop evapotranspiration by temperature-based methods
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0741-9
  contributor:
    fullname: Valipour
– volume: 97
  start-page: 635
  issue: 5
  year: 2010
  end-page: 644
  ident: CR21
  article-title: Evaluation of FAO penman-Monteith and alternative methods for estimating reference evapotranspiration with missing data in southern Ontario, Canada
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2009.12.001
  contributor:
    fullname: Santos
– volume: 95
  start-page: 707
  year: 2008
  end-page: 715
  ident: CR12
  article-title: Evaluation of FAO-56 methodology for estimating reference evapotranspiration using limited climatic data: applications to Tunisia
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2008.01.009
  contributor:
    fullname: Sahli
– volume: 140
  start-page: 04013002
  issue: 1
  year: 2013
  ident: CR14
  article-title: Comparison of different empirical methods for estimating daily reference evapotranspiration in Mediterranean climate
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)IR.1943-4774.0000664
  contributor:
    fullname: Kisi
– volume: 23
  start-page: 249
  issue: 3
  year: 1991
  end-page: 255
  ident: CR13
  article-title: Harmonization of environmental measurement
  publication-title: GeoJournal
  doi: 10.1007/BF00204842
  contributor:
    fullname: Benking
– year: 2008
  ident: CR22
  publication-title: Schaum’s outlines statistics
  contributor:
    fullname: Stephens
– volume: 154–155
  start-page: 19
  year: 2012
  end-page: 29
  ident: CR4
  article-title: Estimation of reference evapotranspiration using a user-friendly decision support system: DSS ET
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2011.10.013
  contributor:
    fullname: Singh
– volume: 31
  start-page: 251
  year: 2011
  end-page: 258
  ident: CR17
  article-title: Estimating reference evapotranspiration using remote sensing and empirical models in a region with limited ground data availability in Kenya
  publication-title: Appl Geogr
  doi: 10.1016/j.apgeog.2010.05.011
  contributor:
    fullname: Pellikka
– volume: 28
  start-page: 4513
  year: 2014
  end-page: 4535
  ident: CR18
  article-title: Performance of recalibrated equations for the estimation of daily reference evapotranspiration
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0733-9
  contributor:
    fullname: Reddy
– volume: 481
  start-page: 166
  year: 2013
  end-page: 176
  ident: CR25
  article-title: Reference evapotranspiration estimate with limited weather data across a range of Mediterranean climates
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2012.12.034
  contributor:
    fullname: Pereira
– volume: 18
  start-page: 163
  year: 1999
  ident: 2022_CR27
  publication-title: Irrig Sci
  doi: 10.1007/s002710050058
  contributor:
    fullname: F Ventura
– volume: 129
  start-page: 53
  issue: 1
  year: 2003
  ident: 2022_CR10
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)0733-9437(2003)129:1(53)
  contributor:
    fullname: G Hargreaves
– volume: 97
  start-page: 635
  issue: 5
  year: 2010
  ident: 2022_CR21
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2009.12.001
  contributor:
    fullname: PC Sentelhas
– volume: 125
  start-page: 67
  year: 2004
  ident: 2022_CR8
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2004.03.005
  contributor:
    fullname: M Garcia
– volume: 140
  start-page: 04013002
  issue: 1
  year: 2013
  ident: 2022_CR14
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)IR.1943-4774.0000664
  contributor:
    fullname: O Kisi
– volume: 1
  start-page: 96
  issue: 2
  year: 1985
  ident: 2022_CR11
  publication-title: Appl Eng Agric
  doi: 10.13031/2013.26773
  contributor:
    fullname: GH Hargreaves
– volume: 28
  start-page: 5021
  year: 2014
  ident: 2022_CR6
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0787-8
  contributor:
    fullname: P Bogawski
– volume: 154–155
  start-page: 19
  year: 2012
  ident: 2022_CR4
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2011.10.013
  contributor:
    fullname: A Bandyopadhyay
– volume: 23
  start-page: 249
  issue: 3
  year: 1991
  ident: 2022_CR13
  publication-title: GeoJournal
  doi: 10.1007/BF00204842
  contributor:
    fullname: H Keune
– volume: 151
  start-page: 128
  year: 2011
  ident: 2022_CR24
  publication-title: Agric For Meteorol
  doi: 10.1016/j.agrformet.2010.09.009
  contributor:
    fullname: H Tabari
– volume: 31
  start-page: 251
  year: 2011
  ident: 2022_CR17
  publication-title: Appl Geogr
  doi: 10.1016/j.apgeog.2010.05.011
  contributor:
    fullname: EE Maeda
– volume: 28
  start-page: 4513
  year: 2014
  ident: 2022_CR18
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0733-9
  contributor:
    fullname: P Mallikarjuna
– volume: 142
  start-page: 06016007
  issue: 8
  year: 2016
  ident: 2022_CR7
  publication-title: J Irrig Drain Eng
  doi: 10.1061/(ASCE)IR.1943-4774.0001032
  contributor:
    fullname: M Carbone
– volume: 17
  start-page: 1331
  year: 2013
  ident: 2022_CR19
  publication-title: Hydrol Earth Syst Sci
  doi: 10.5194/hess-17-1331-2013
  contributor:
    fullname: TA McMahon
– volume: 74
  start-page: 217
  year: 2003
  ident: 2022_CR23
  publication-title: Theor Appl Climatol
  doi: 10.1007/s00704-002-0720-6
  contributor:
    fullname: P Steduto
– volume: 89
  start-page: 275
  issue: 3
  year: 2007
  ident: 2022_CR9
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2007.01.014
  contributor:
    fullname: P Gavilan
– volume: 28
  start-page: 4237
  issue: 12
  year: 2014
  ident: 2022_CR26
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-014-0741-9
  contributor:
    fullname: M Valipour
– volume: 21
  start-page: 197
  issue: 2
  year: 2005
  ident: 2022_CR28
  publication-title: Appl Eng Agric
  doi: 10.13031/2013.18153
  contributor:
    fullname: RE Yoder
– volume: 81
  start-page: 1
  year: 2006
  ident: 2022_CR3
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2005.03.007
  contributor:
    fullname: RG Allen
– volume: 19
  start-page: 05014006
  issue: 8
  year: 2014
  ident: 2022_CR5
  publication-title: J Hydrol Eng ASCE
  doi: 10.1061/(ASCE)HE.1943-5584.0000935
  contributor:
    fullname: G Belaineh
– volume: 85
  start-page: 15
  year: 2006
  ident: 2022_CR16
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2006.03.014
  contributor:
    fullname: R Lopez-Urrea
– volume-title: Schaum’s outlines statistics
  year: 2008
  ident: 2022_CR22
  contributor:
    fullname: MR Spiegel
– volume: 481
  start-page: 166
  year: 2013
  ident: 2022_CR25
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2012.12.034
  contributor:
    fullname: M Todorovic
– volume: 95
  start-page: 707
  year: 2008
  ident: 2022_CR12
  publication-title: Agric Water Manag
  doi: 10.1016/j.agwat.2008.01.009
  contributor:
    fullname: M Jabloun
– volume: 35
  start-page: 233
  issue: 1
  year: 1999
  ident: 2022_CR15
  publication-title: Water Resour Res
  doi: 10.1029/1998WR900018
  contributor:
    fullname: DR Legates
– volume: 24
  start-page: 909
  year: 2010
  ident: 2022_CR20
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-009-9478-2
  contributor:
    fullname: A-A Sabziparvar
– volume: 21
  start-page: 17
  issue: 22
  year: 2008
  ident: 2022_CR1
  publication-title: European Water
  contributor:
    fullname: S Alexandris
– ident: 2022_CR2
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Snippet Evapotranspiration is one of the vital components of water cycle and its accurate estimation is the key to sustainable management of irrigation water. The FAO...
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crossref
springer
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Publisher
StartPage 4159
SubjectTerms Atmospheric Sciences
Civil Engineering
Climatic conditions
Data
Developing countries
Earth and Environmental Science
Earth Sciences
Environment
Evapotranspiration
Frameworks
Geotechnical Engineering & Applied Earth Sciences
Hydrogeology
Hydrologic cycle
Hydrological cycle
Hydrology/Water Resources
Irrigation water
LDCs
Meteorological data
Methods
Relative humidity
Standardization
Temperature
Weather
Wind speed
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Title Framework for Standardizing Less Data-Intensive Methods of Reference Evapotranspiration Estimation
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