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A Model for Estimating Hourly Lake
Evaporation Rates
NWRI
Raoul Granger
Newell Hedstrom
www.ec.gc.ca
IP3 Study of Lake Evaporation :
Evaporation is the link between the energy and water budgets;
Meteorology, climate and hydrology models operate with short
time steps; ~ 1 hr;
Open water evaporation responds differently than landsurface
evapotranspiration;
Need Open water evaporation model for hourly time steps.
Evaporation Models are
parameterizations of one or more of
the conditions required for
evaporation to occur:
For evaporation to occur there must be:
- a supply of water at the surface,
- a supply of energy to satisfy the requirement for the phase
change, and
- a transport mechanism to carry the vapour away from the
surface (wind, vapour gradient).
For Open Water:
- The supply of water at the surface is not an issue.
The surface is saturated; this non-varying state does not
provide useful information for the parameterization of the
evaporation rate.
4/1/2009
For Open Water:
- The radiant energy penetrates deeply and so is not
immediately partitioned at the surface.
One should not expect a direct correspondence between
net radiant and evaporation for short time periods.
Quill Lake, 1993
-1 0 0
0
1 0 0
2 0 0
3 0 0
4 0 0
5 0 0
A u g 2 3 A u g 2 4 A u g 2 5
Ev
ap
ora
tio
n,
W/m
² L a n d L a k e
For Open Water:
- The transport mechanism remains as the
single, most important condition which can be used
to describe evaporation at sub-daily rates.
The governing parameters are:
- vapour gradient
- wind speed
- stability
The available observations are:
- water surface temp.(?), wind speed(?)
Evaporation from open water (lakes and ponds)
involves advection:
- Conditions over the water are affected by
conditions over the adjacent land surface;
- Gradients of Water Vapour and Temperature over
the water are affected by the land-water contrast.
Weisman and Brutsaert (1973), using
dimensional analysis, developed the following:
Where the coefficients a and b are related to dimensionless advection
parameters.
b
ofassalZXqquaEE )()(
*
-1 0 0
0
1 0 0
2 0 0
3 0 0
4 0 0
5 0 0
A u g 2 3 A u g 2 4 A u g 2 5
Ev
ap
ora
tio
n,
W/m
²
L a n d
L a k e
L a k e (W -B )
4/1/2009 Page 9
Diurnal Cycle of Stability: Land and Water
-2
-1
0
1
2
1 7 5 .0 1 7 5 .5 1 7 6 .0 1 7 6 .5 1 7 7 .0
J u lia n D a te
Sta
bili
ty In
dic
ato
r
w a te r
la n d
4/1/2009 Page 10
Seasonal Cycle of Stability
Crean Lake
-100
0
100
200
300
400
500
600
700
800
140 190 240 290 340Julian Date 2007
Cu
mu
lati
ve
Flu
x, m
m e
q.
-5
0
5
10
15
20
25
Evap H Rn Tsf (lake) Ta (land)
1.75 mm/d
0.01 mm/d
2.99 mm/d
1.32 mm/d
3.93 mm/d
2.54 mm/d
2.87 mm/d
Effect of Fetch on Evaporation
LE = a*U*(es-ea) + b
y = 3.27Ln(x) + 0.67
15
17
19
21
23
25
27
29
31
33
100 1000 10000 100000Fetch, m
Co
eff
icie
nt,
a
4/1/2009 Page 12
Crean Lake, PANP, 2006
4/1/2009 Page 13
Crean Lake, 2006
4/1/2009 Page 14
Landing Lake, NWT, 2007
4/1/2009 Page 15
Landing Lake, NWT, 2007
4/1/2009 Page 16
Effect of Wind, T, VP and Rn on Lake Evaporation
y = 1.61x2 + 7.89x + 26.53
R2 = 0.67
0
50
100
150
200
250
300
350
400
0 2 4 6 8 10 12
Wind Speed, m/s
LE
, W
/m²
y = 0.62x2 - 4.18x + 81.82
R2 = 0.20
0
50
100
150
200
250
300
350
400
-15 -10 -5 0 5 10
Land-Water Temperature Contrast, °C
LE
, W
/m²
y = 56.33x + 50.50
R2 = 0.07
0
50
100
150
200
250
300
350
400
0 0.5 1 1.5 2
Water-Land VP Contrast, kPA
LE
, W
/m²
y = 0.02x + 90.68
R2 = 0.01
0
50
100
150
200
250
300
350
400
-200 0 200 400 600 800 1000
Net Radiation, W/m²
LE
, W/m
²
Modeling Hourly Lake Evaporation
Approach using the development of relationships
based on:
- Vapour gradient
(land-water VP contrast)
- wind speed,
- stability
(land-water temperature contrast)
- distance from shore
Modeling Hourly Lake Evaporation
Data from Crean Lake (2006-2008) and Landing
Lake (2007-2008) were sorted into:
- stable and unstable categories
- distance from shore (fetch)
- land-water temperature contrast
- LE related to wind speed
Modeling Hourly
Lake Evaporation
- LE = a*U
- a = f(dT, X)
Fetch: 5300m; deltaT = -1.25°C
y = 19.047x
0
50
100
150
200
250
300
350
0 2 4 6 8 10
Wind Speed, m/s
LE
, W
/m2
Fetch: 5300m; deltaT = -9.7°C
y = 29.201x
0
50
100
150
200
250
300
350
0 2 4 6 8 10
Wind Speed, m/s
LE
, W
/m2
Modeling Hourly
Lake Evaporation
- LE = a*U
a = f(dT, X)
Refine the slope (a) relationship
a = f(dT, dVP, X)
Fetch: 5300m; Unstable
y = 22.72x - 15.98
-30
-20
-10
0
10
20
30
40
0 0.5 1 1.5 2
delta VP
Slo
pe
Co
rre
cti
on
Hourly Lake Evaporation ModelLE = a*U ; a = f(dT, dVP, X)
a = b + m*dT + n*dVP
b, m, n = f(X)
b, m, n values for stable, unstable
Hourly Lake Evaporation Model
Verification data sets :
Crean 2005 (land data from mixedwood site)
Quill 1993 (Heatmex data)
Hourly Lake Evaporation ModelVerification results Crean 2005
y = 0.99x
R2 = 0.86
0
50
100
150
200
250
300
0 50 100 150 200 250 300
LE (Obs), W/m²
LE
(M
od
), W
/m²
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 223
0
50
100
150
200
250
300
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 224
0
50
100
150
200
250
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 225
0
50
100
150
200
250
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 226
0
50
100
150
200
250
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 227
0
50
100
150
200
250
300
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean'05
D# 228
0
50
100
150
200
250
0 600 1200 1800 2400
Time, CST
Evap
, W
/m²
LE,obs
LE, mod
Hourly Lake Evaporation ModelVerification results Crean 2005
Crean Evaporation, 2005
0
50
100
150
200
250
210 230 250 270 290 310
Day#
Ev
ap
, m
m
Observed
Modeled
Hourly Lake Evaporation Model
Verification results Quill 1993
Quill Lake, D#242
0
50
100
150
200
250
0 400 800 1200 1600 2000 2400
Time, CST
Lake E
vap
, W
/m²
Lake Evap
Evap calc
Hourly Lake Evaporation Model
Verification results Quill 1993
Quill Lake, D#243
0
50
100
150
200
250
0 400 800 1200 1600 2000 2400
Time, CST
Lake E
vap
, W
/m²
Lake Evap
Evap calc
Hourly Lake Evaporation Model
Verification results Quill 1993
Quill Lake, D#244
0
50
100
150
200
250
0 400 800 1200 1600 2000 2400
Time, CST
Lake E
vap
, W
/m²
Lake Evap
Evap calc
Hourly Lake Evaporation Model
Verification results Quill 1993
Quill Lake, D#245
0
50
100
150
200
250
0 400 800 1200 1600 2000 2400
Time, CST
Lake E
vap
, W
/m²
Lake Evap
Evap calc
Hourly Lake Evaporation Model
Verification results Quill 1993
Quill Lake, 1993
0
50
100
150
200
250
300
210 230 250 270 290
Day #
Ev
ap
., m
m
Tower Calc
Modeled
4/1/2009 Page 36
Conclusions
• First-generation model for Hourly Lake
Evaporation.
• Relatively simple, reliable
• Requires land data: Ta, VP, Udir
• Requires lake data: Tsf, U, Fetch
4/1/2009 Page 37
Things to do
• Relationship between Lake and Land windspeeds
• Verification with Whiteswan Lake
– Fill fetch gap
• Apply to total lake area.
– (Effective fetch vs Wind Direction)
• Test in model framework (RCM?, MESH?)
• Redo and simplify Weisman-Brutsaert advection analysis with better parameterizations for stable conditions.
4/1/2009 Page 38
www.ec.gc.ca
• IP3, IPY ($$)
• Chris Spence (Baker Creek Land data)
• PANP (logistics support)
4/1/2009 Page 39
Effect of Stability on Lake Wind Speed
Crean Lake 2007 (5-day)
y = -0.274x + 1.866
R2 = 0.591
0
1
2
3
4
5
-6 -4 -2 0 2 4
Ta(land)-Ts(lake), °C
U(l
ake)-
U(l
an
d),
m/s
4/1/2009 Page 40
Crean Lake Energy Balance, 2008
Crean Lake, 2008
0
100
200
300
400
500
600
700
800
130 180 230 280 330
Julian Day
Flu
x, m
me
q.
Evap
H
Rn
Res
4/1/2009 Page 41
Landing Lake Energy Balance, 2008
Landing, 2008
-100
0
100
200
300
400
500
600
100 150 200 250 300
Julian Day
Flu
x, m
m e
q.
Evap
H
Rn
Res.
4/1/2009 Page 42
Ratio of transfer coefficients : stable conditions
Ke/Km = exp(-8.0Z/L)
0
0.2
0.4
0.6
0.8
1
1.2
0.0001 0.001 0.01 0.1 1 10
z/L
Ke
/Km