Chapter 5

Estimation of Lake Evaporation and Potential Evapotranspiration

Abstract

Evaporation is one of the major losses from lakes and reservoirs, which requires to be accounted for water budgeting. When there is no instrumentation available for the direct measurement of lake evaporation, it becomes necessary to use models for its estimation. The Penman method is considered as one of the most reliable methods for estimating lake evaporation and is discussed in sufficient detail in the chapter. Besides estimating the evaporation loss from reservoirs, estimation of reference crop evapotranspiration or potential evapotranspiration is also required, which forms the basis of estimating the crop water requirement for irrigation planning. In this chapter, the Penman–Monteith method and ASCE-EWRI Standardized Penman–Monteith equation are discussed in detail along with the Hargreaves method for limited meteorological data availability.

Keywords

ASCE-EWRI standardized Penman–Monteith equation; Hargreaves method; Lake evaporation; Penman method; Penman–Monteith method; Potential evapotranspiration; Reference crop evapotranspiration
 
For planning of a reservoir project, evaporation plays an important component in the hydrological budget. Evaporation is one of the major losses from lakes and reservoirs, and its accounting is therefore important. Evaporation losses can directly be measured using the evaporation pan; however, at many reservoir locations or sites, it is not installed. When there is no instrumentation available for the direct measurement of lake evaporation, it becomes necessary to use models for its estimation. Here, the Penman method is considered as one of the most reliable methods for estimating lake evaporation. Similarly, for planning of irrigation projects, crop water requirement is the most important parameter, which determines the irrigation water requirement for the proposed command area as per the cropping pattern, followed by assessment of net water required in the reservoir or diversion head for meeting the irrigation supply. For estimating the crop water requirement, the reference crop evapotranspiration or potential evapotranspiration is required to be estimated first, for which various methods have been developed. However, the Penman–Monteith method and ASCE-EWRI Standardized Penman–Monteith equation are used frequently. These methods are described here. One of the requirements of these methods is the availability of good-quality meteorological data. When meteorological data are limited, the Hargreaves method can be used, which is also discussed in this chapter.

5.1. Estimation of Lake Evaporation

The Penman equation (Penman, 1948), a well-known combination equation (i.e., combination of energy balance and an aerodynamic formula) can be expressed as follows:

E=ΔΔ+γ·Rnλ+γΔ+γ·Ea

image (5.1)
where E = evaporation (mm/d); λ = the latent heat of vaporization (MJ/kg) = 2.45 MJ/kg; Δ=theslopeofthesaturatedvaporpressurecurve(i.e.,es/T)(kPa/°C)image; es = the saturated vapor pressure (kPa); T = the temperature (°C); Rn = the net radiation flux (MJ/m2/d); G = the sensible heat flux into soil (MJ/m2/d); γ = the psychometric constant (kPa/°C) = 0.059 kPa/°C; Ea = the vapor transport flux (mm/d) = f {u2, (esea)}; u2 = the wind speed (m/s); and ea = the actual vapor pressure (kPa). The variables used in Eq. (5.1) can be estimated from various relationships summarized in Table 5.1.
Utilizing the meteorological data, lake evaporation can be estimated using Eq. (5.1). Once it is estimated, the net evaporation loss from the lake is computed and converted into the volumetric unit using Eqs. (5.2) and (5.3).

Table 5.1

Auxiliary Equations Used for Penman Method

ParameterRelationships
Relative humidity, RH (%)
RH=eaeo(T)×100%image
eo(T) is the saturation vapor pressure at the same temperature (kPa), T is the temperature (°C), and ea is the actual vapor pressure (kPa).
Saturation vapor pressure, es (kPa)
eo(T)=0.6108exp{17.27TT+237.3}image
es=0.5[eo(Tmax)+eo(Tmin)]image
Tmax and Tmin are the daily maximum and minimum temperatures (°C).
Actual vapor pressure, ea (kPa)
ea=e0(Tdew)=0.6108exp{17.27TdewTdew+237.3}image
ea=es×(RH/100)image
Vapor transport flux, Ea (MJ/m2/d)
Ea=f(u)×(esea)f(u)=1.313+1.381u2image
Where u2 is the wind speed at a height of 2 m above the surface (m/s)
u2=uz·ln(2/z0)ln(z/z0)image
Where uz is the wind speed at z m above the surface (m/s), and z0 is the surface roughness height = 0.002 m for water
Slope of the saturation vapor pressure, Δimage (kPa/°C)Δ=4098[0.6108exp(17.27TT+237.3)](T+237.3)2image
Extraterrestrial radiation, Ra (MJ/m2/d)
Ra=24(60)πGscdr[ωssin(φ)·sin(δ)+cos(φ)·cos(δ)·sin(ωs)]image
Gsc = the solar constant (0.0820 MJ/m2/min)
dr=1+0.033cos(2πJ/365)image
J = the number of the day in the year between 1 (January 1) and 365 or 366 (December 31)
ωs=arccos[tan(φ)·tan(δ)]image
φ = Latitude (radian) [radian = π (decimal degree)/180]
δ=0.409sin[2πJ3651.39]image
Table Continued

image

ParameterRelationships
Solar radiation, Rs (MJ/m2/d)
When n = N, the solar radiation will become the clear sky solar radiation
Rs=(as+bsnN)·Raimage
n = The actual duration of sunshine hours (hours);
N = The maximum possible daylight hours (hours);
n/N = the relative sunshine hour (dimensionless);
as = 0.25, and bs = 0.50
N=24ωs/πimage
Net shortwave radiation, Rns (MJ/m2/d)
Rns=(1α)·Rsimage
α = Albedo or reflection coefficient.
For hypothetical grass reference, α = 0.23
For deep water α = 0.04–0.09
For shallow water, α = 0.09–0.12
Net longwave radiation, Rnl (MJ/m2/d)
Rnl=σ[Tmax,K4+Tmin,K42]·(0.340.14ea)×(1.35RsRso0.35)image
σ = Stefan–Boltzmann constant [=4.903 × 109 MJ/(K4m2d)]; Tmax,K = the daily maximum temperature (K) (K = °C + 273.16); Tmin,K = the daily minimum temperature (K);
Rs/Rso = the relative shortwave radiation (≤1.0);
Rso=(0.75+2×105EL)Raimage;
EL is the mean elevation of the reservoir site (m amsl)
Net radiation, Rn (MJ/m2/d)Rn=RnsRnlimage

image

amsl, above mean sea level.

Elake(mm)=(EP)

image (5.2)

Elake(MCM)=105×(EP)×A¯

image (5.3)
where E is the evaporation (mm), P is the rainfall over the lake or reservoir (mm), and A¯image is the average water surface area of the reservoir during the period (ha).
Example 5.1:
The station located at a latitude of 28°34′47.064″ N at an elevation of 630 m above mean sea level. The climatic data observed on January 1 are as follows:
Maximum temperature, Tmax = 15°C; minimum temperature, Tmin = 8°C; dew point temperature, Tdew = 10.44°C; and wind speed at 2 m height, u2 = 1.25 m/s.
Estimate the reference crop evapotranspiration using the Penman equation.
Solution:
VariableUnitEquationValue
Latitudedegree28.57974
Elevationm630
Tmax°C15
Tmin°C8
Tdew°C10.44
u2m/s1.25
Sunshine duration, nh8
Tmean°C=0.5(Tmax + Tmin)11.5
Albedo, α0.23
Psychometric constant, γkPa/°C0.059
Saturation vapor pressure, ezoimagekPa
eo(T)=0.6108exp{17.27TT+237.3}imagees=0.5[eo(Tmax)+eo(Tmin)]image
Tmax and Tmin are the daily max and minimum temperatures (°C).
1.389058
Actual vapor pressure, ezoimagekPaea=e0(Tdew)=0.6108exp{17.27TdewTdew+237.3}imageea=es×(RH/100)image1.264641
Vapor pressure deficitkPa=ezoezimage0.124416
Wind function, f(u)=6.43(aw+bwu2)image7.555
The vapor transport flux, EaMJ/m2/d
Ea=f(u)×(esea)f(u)=1.313+1.381u2image
Where u2 is the wind speed at a height of 2 m above the surface (m/s)
u2=uz·ln(2/z0)ln(z/z0)image
Where uz is the wind speed at z m above the surface (m/s), and z0 is the surface roughness height = 0.002 m for water.
0.940
Table Continued

image

VariableUnitEquationValue
J Corresponding to January 11
The latitude, φradianradian = π (decimal degree)/1800.498811
The inverse relative distance of the earth from the sun, drdr=1+0.033cos(2πJ/365)image1.032995
The sunset hour angle ωs isradianωs=arccos[tan(φ)·tan(δ)]image1.337724
The solar declination, δradianδ=0.409sin[2πJ3651.39]image0.40101
The maximum possible sunshine duration, NhN=24ωs/πimage10.21946
The relative sunshine duration, n/N=n/N0.78282
The extra-terrestrial radiation, RaMJ/m2/dRa=24(60)πGscdr[ωssin(φ)·sin(δ)+cos(φ)·cos(δ)·sin(ωs)]image20.84294
The solar radiation, RsMJ/m2/d
Rs=(as+bsnN)·Raimage
n = the actual duration of sunshine hours (h);
N = the maximum possible daylight hours (h);
n/N = the relative sunshine hour (dimensionless);
as = 0.25, and bs = 0.50
N=24ωs/πimage
13.36888
The clear-sky solar radiation, RsoMJ/m2/dRso=(0.75+2×105EL)Raimage15.89483
The net shortwave radiation, RnsMJ/m2/d
Rns=(1α)·Rsimageα=theAalbedoorreflectioncoefficientimage
For hypothetical grass reference, α=0.23image
For deep water α=0.04to0.09image
For shallow water, α=0.09to0.12image
10.29403
TmaxKK = °C + 273.16288.16
TminKK = °C + 273.16281.16
The net longwave radiation, RnlMJ/m2/dRnl=σ[Tmax,K4+Tmin,K42]·(0.340.14ea)×(1.35RsRso0.35)image4.62057
The net radiation, RnMJ/m2/dRn=RnsRnlimage5.67347
The soil heat flux, GMJ/m2/d0.0
The reference crop evapotranspiration, λEimageMJ/m2/d=E/2.453.7970
The reference crop evapotranspiration, EToimagemm/dE=ΔΔ+γ·Rnλ+γΔ+γ·Eaimage1.5492

image

5.2. Estimation of Reference Crop Evapotranspiration

5.2.1. FAO-56 and ASCE-EWRI Method

Accuracy of the reference crop evapotranspiration (ETo) is vital for the design and planning of irrigation projects, as it forms the basic input for the estimation of irrigation requirement. For estimating ET0, perhaps the most acceptable method is the FAO-56 Reference Crop evapotranspiration method, which is discussed here. This method uses the various climatic parameters generally recorded at climatic or weather stations. The governing equation for estimating ETo is as follows (Monteith, 1965; Allen et al., 1998).

ETo=0.408Δ(RnG)+γ900T+273u2(ez0ez)Δ+γ(1+0.34u2)

image (5.4)
In Eq. (5.4) ETo = the grass reference ET (mm/d); Rn = the net radiation (MJ/m2/d); G = the sensible heat exchange from the surface to the soil or water (MJ/m2/d); T = the mean daily temperature (°C); Δ=theslopeofthesaturationvaporpressureversustemperature(kPa/°C)image; γ = the psychometric constant (kPa/°C); u2 = the mean 24-h wind speed at 2 m above the ground (m/s); ezo=thesaturationvaporpressurebasedonmeasurementsat1.52.0m(kPa)image; ez = the actual vapor pressure (kPa). This method (i.e., FAO-56) is more suitable for short grasses or crops.
For long or tall crops or grasses, the ASCE-EWRI standardized Penman–Monteith equation can be used (ASCE, 2005). The ASCE-EWRI equation for ETo is expressed as follows:

ETo=0.408Δ(RnG)+γ1600T+273u2(ez0ez)Δ+γ(1+0.38u2)

image (5.5)
The parameters appearing in Eqs. (5.4) and (5.5) can be determined using the auxiliary equations summarized in Table 5.2.

5.2.2. Hargreaves Method

Under limited climatic data, the Hargreaves method (Hargreaves and Samani, 1985; Hargreaves, 1994) can be satisfactorily used and is expressed as follows:

ETo=0.0023(Tmean+17.8)(TmaxTmin)0.5×(0.408×Ra)

image (5.6)
where ETo is the reference evapotranspiration (mm/d); Tmean, Tmax, and Tmin are the daily mean, maximum, and minimum temperatures (°C), respectively; and Ra is the extraterrestrial radiation for each day (MJ/m2/d). The Hargreaves equation has a tendency to underpredict under high-wind-speed conditions (u > 3 m/s) and overpredict under conditions of high relative humidity. A detailed procedure for estimating the value of Ra is summarized in Section 5.2.1.
Example 5.2:
Determine ETo for a given meteorological data measured on July 6 at station located at 50°48′ N and at 100 m above mean sea level using the Penman–Monteith method (FAO-56). The climatic data observed at the station are:
Maximum temperature, Tmax = 21.5°C; minimum temperature, Tmin = 12.3°C; RHmax = 84%; RHmin = 63%; wind speed at 10 m height = 10 km/h; and actual sunshine duration is 9.25 h.

Table 5.2

Auxiliary Equations Used for Penman–Montieth Method

ParameterRelationships
Relative humidity, RH (%)
RH=eaeo(T)×100%image
eo(T) is the saturation vapor pressure at same temperature (kPa), T is the temperature (°C), and ea is the actual vapor pressure (kPa)
Saturation vapor pressure, es (kPa)
eo(T)=0.6108exp{17.27TT+237.3}imagees=0.5[eo(Tmax)+eo(Tmin)]image
Tmax and Tmin are the daily maximum and minimum temperatures (°C)
Actual vapor pressure, ea (kPa)ea=e0(Tdew)=0.6108exp{17.27TdewTdew+237.3}imageea=es×(RH/100)image
U2 (m/s)
u2=uz4.87ln(67.8z5.42)image
Where uz is the wind speed at z m above the surface (m/s) and z0 is the surface roughness height = 0.002 m for water
Slope of the saturation vapor pressure, Δimage (kPa/°C)Δ=4098[0.6108exp(17.27TT+237.3)](T+237.3)2image
Extraterrestrial radiation, Ra (MJ/m2/d)
Ra=24(60)πGscdr[ωssin(φ)·sin(δ)+cos(φ)·cos(δ)·sin(ωs)]image
Gsc = the solar constant (0.0820 MJ/m2/min)
dr=1+0.033cos(2πJ/365)image
J = the number of the day in the year between 1 (January 1) and 365 or 366 (December 31)
ωs=arccos[tan(φ)·tan(δ)]image
φ = Latitude (radian) [radian = π (decimal degree)/180]
δ=0.409sin[2πJ3651.39]image
Solar radiation, Rs (MJ/m2/d)
When n = N, the solar radiation will becomes the clear sky solar radiation.
Rs=(as+bsnN)·Raimage
n = The actual duration of sunshine hours (h);
N = the maximum possible daylight hours (h);
n/N = the relative sunshine hour (dimensionless);
as = 0.25, and bs = 0.50.
N=24ωs/πimage
Net shortwave radiation, Rns (MJ/m2/d)
Rns=(1α)·Rsimage
α = Albedo or reflection coefficient.
For hypothetical grass reference, α = 0.23
Net longwave radiation, Rnl (MJ/m2/d)
Rnl=σ[Tmax,K4+Tmin,K42]·(0.340.14ea)×(1.35RsRso0.35)image
σ = The Stefan–Boltzmann constant [=4.903 × 109 MJ/(K4m2d)] Tmax,K = The daily maximum temperature (K) (K = °C + 273.16); Tmin, K = the daily minimum temperature (K); and
Rs/Rso = The relative shortwave radiation (≤1.0).
Rso=(0.75+2×105EL)Raimage
Where Rso is the clear-sky solar radiation (MJ/m2/d), EL = the mean elevation of the reservoir site (m amsl).
Table Continued

image

ParameterRelationships
Net radiation, Rn (MJ/m2/d)Rn=RnsRnlimage
Soil heat flux, G (MJ/m2/d)For daily time periods, the magnitude of G averaged over 24 h beneath a fully vegetated grass or alfalfa reference surface is relatively small in comparison with Rn. Therefore for daily computation of ET0, G can be ignored (i.e., G = 0). For water surface, G = 0
Psychometric constant, γ (kPa/°C)
γ=cpPελ=0.665×103Pimage
Where, P is the atmospheric pressure (kPa), λ is the latent heat of vaporization (2.45 MJ/kg), cp is the specific heat at constant pressure (1.013 × 103 MJ/kg/°C), and ε is the ratio of molecular weight of water vapor to that of dry air = 0.622
The simplified equation for relating the atmospheric pressure and elevation above the mean sea level can be given as follows:
P=101.3(2930.0065EL293)5.26image

image

Solution:
The calculation procedure for the FAO-56 method—follows:
VariableUnitValue
Date: July 6
JDay count from January 1187
Latitudedegree50.8
Latitude, φradian0.886627
Elevationm100
Tmax°C21.5
Tmin°C12.3
u10km/h10
u2m/s2.077
Sunshine duration, nh9.25
RHmax%84
RHmin%63
RHmean%73.5
Tmean°C16.9
Albedo, α0.23
Table Continued

image

VariableUnitValue
Psychometric constant, γkPa/°C0.0655
ΔkPa/°C0.12211
Saturation vapor pressure, ezoimagekPa1.9975
Actual vapor pressure, ezoimagekPa1.46815
Vapor pressure deficitkPa0.52933
The inverse relative distance of the earth from the sun, dr0.9670989
The sunset hour angle ωs isradian2.108088
The solar declination, δradian0.395436
The maximum possible sunshine duration, Nh16.1046
The relative sunshine duration, n/N0.57437
The extraterrestrial radiation, RaMJ/m2/d41.088
The solar radiation, RsMJ/m2/d22.072
The clear-sky solar radiation, RsoMJ/m2/d30.8984
The net shortwave radiation, RnsMJ/m2/d16.9955
TmaxK294.66
TminK285.46
The net longwave radiation, RnlMJ/m2/d3.63810
The net radiation, RnMJ/m2/d13.35738
The soil heat flux, GMJ/m2/d0.0
Term1a0.6655
Term2a0.2239
Term3a0.2340
ETo (Penman–Monteith)bmm/d3.8005

image

a Term1=0.408Δ(RnG);Term2=γ900T+273u2(ez0ez);Term3=Δ+γ(1+0.34u2)image.

b ETo=(Term1+Term2)/Term3image.

Therefore the estimated value of reference crop evapotranspiration using the Penman–Monteith method is 3.8005 mm/d.
Example 5.3:
Determine ETo for a given meteorological data measured on July 6 at station located at 50°48′ N and at 100 m above mean sea level using the Hargreaves method. For this station, only daily maximum and daily minimum temperature data are available. The maximum and minimum temperatures are 21.5°C and 12.3°C, respectively.
Solution:
The computational procedure of Hargreaves method is as follows:
Parameters of the Hargreaves MethodUnitValue
DateJuly 6
J (day count since January 1)187
Tmean°C16.9
Tmax°C21.5
Tmin°C12.3
Latdegree50.8
Latradian0.886627
Elevation, zm100
Atmospheric pressure, PkPa0.0655
Psychometric constant,γkPa/°C0.0656
The inverse relative distance of the Earth from the sun, dr0.9671
The sunset hour angle ωsradian2.1080
The solar declination, δradian0.3954
RaMJ/m2/d41.0884
ETo using the Hargreaves methodmm/d4.0582

5.3. Concluding Remarks

Although a number of methods for computing evaporation have been published in the literature, this chapter is limited to the description of the methods that are frequently used for estimating evaporation from water bodies or lakes and reference crop evapotranspiration in irrigation planning. It is also suggested to use a method that is specifically developed for a particular site or region having specific climatic conditions.

References

Allen R.G, Pereira L.S, Raes D, Smith M. Crop evapotranspiration: guidelines for computing crop water requirements. In: FAO Irrigation and Drainage Paper 56. Rome: Food and Agriculture Organization of the United Nation; 1998.

ASCE. The ASCE standardized reference evapotranspiration equation. In: Allen R.G, Walter I.A, Elliott R, Howell T, Itenfisu D, Jensen M, eds. American Society of Civil Engineers, the ASCE Rask Committee on Standardized Reference Evapotranspiration. USA: EWRI- American Society of Civil Engineers; 2005. .

Hargreaves G.H. Simplified Coefficients for Estimating Monthly Solar Radiation in North America and Europe. Logan, Utah: Departmental Paper, Dept. Biol. Irrig. Engrg., Utah State University; 1994.

Hargreaves G.H, Samani Z.A. Reference crop evapotranspiration from temperature. Appl. Eng. Agric. 1985;1:96–99.

Monteith J.L. Evaporation and environment. In: Fogg G.E, ed. The State and Movement of Water in Living Organisms, Symposium Society Experimental Biology. 19. London: Cambridge University Press; 1965:205–234.

Penman H.L. Natural evaporation from open water, bare soil and grass. Proc. R. Soc. Lond. 1948;A193:120–145.

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