Geology Reference
In-Depth Information
r
1
N X N
2
Root Mean Squared Error
RMSE
¼
1 ð
Q m
Q o Þ
ð 7 : 6 Þ
;
i ¼
P i ¼ 1 ð Q o Q m Þ
N
Mean Bias Error
MBE
¼
ð 7 : 7 Þ
;
Variance of the distribution of differences S 2 which expresses the variability of
(Q o -
Q m ) distribution about MBE
P i ¼ 1 ð Q o Q m MBE Þ
2
S d ¼
ð 7 : 8 Þ
N
1
where Q m is the modeled or estimated evaporation/evapotranspiration from a data-
based model, Q o is the observation evaporation/evapotranspiration,
Q m is the
Q o is the average of the
average of the estimated evaporation/evapotranspiration,
observed radiation, and N is the number of observations.
7.4 Modelling with Traditional Reference
Evapotranspiration Models
This section gives the mathematical details of the ET 0 models and their modeling
results for different time interval data such as hourly, daily, monthly, and yearly.
We have used three popular Penman
Monteith (PM) models such as FAO56-PM,
ASCE-PM, and CIMIS-PM, along with the newly proposed Copais Approach.
-
7.4.1 Mathematical Details of the ET 0 Models
7.4.1.1 FAO-56 Penman
Monteith (FAO56-PM) Model
-
The FAO-56 PM equation for hourly time step is
37
e 0
0
408
D ð
R n
G
Þþc
T hr þ 273 u 2 ð
ð
T hr Þ
e a Þ
:
ET 0 ¼
ð 7 : 9 Þ
D þ cð
1
þ
0
34u 2 Þ
:
where ET 0 is the reference evapotranspiration (mm h 1 ),
Δ
the saturation slope
C 1 ), R n the net radiation at the grass surface
vapor pressure curve at T hr (kPa
°
(MJm 2 h 1 ), G the soil heat
flux density (MJ m 1
h 1 ),
ʳ
the psychrometric
C 1 ), T hr the mean hourly air temperature (
constant (kPa
C), u 2 the average
hourly wind speed at 2 m height (m s 1 ), e 0 (T hr ) the saturation vapor pressure at T hr
(kPa), and e a the average hourly actual vapor pressure (kPa).
°
°
 
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