Macro-scale hydrological models and the application
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23/4/19 1
Macro-scale hydrological models and the application
Fengge Su
Department of Civil and Environmental Engineering,University of Washington
Seattle, WA [email protected]
Zhenchun Hao
Hohai University, China
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Contents
1. Macro-scale hydrological model
2. Runoff improvement in the land su
rface model AVIM (Atmosphere V
egetation Interaction Model)3. Streamflow simulations for major r
iver basins in China by the use of VIC model
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the Xin’anjiang Model is used as the basic model to develop a grid-based distributed hydrological model.
The Huaihe River Basin with the area of 270,000 km2 is selected as the research area. A 30km×30km squared-grid is adopted There are totally 307 grid cells.
1. Macro-scale Hydrological Model1. Macro-scale Hydrological Model
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Huaihe River Basin with 270,000km2 of the area
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17 17 17 17 17 17 14 14 14 15
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17 17 17 17 17 17 17 17 14 14 15 15 17 17
17 17 17 17 17 17 17 17 17 17 17 15 17 17
4 4 4 5 5 5 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17
3 4 4 4 4 4 5 5 5 5 13 13 13 17 17 17 17 17 17 17 17 17 17 17 17
3 3 3 4 4 4 4 5 5 5 5 13 13 13 16 16 17 17 17 17 17 17 17 17 17 17
3 3 3 3 3 3 4 4 8 8 8 5 5 13 13 16 16 16 16 16 17 17 17 17 17 17 17 17
3 3 3 3 3 3 3 4 4 8 8 8 11 11 13 13 16 16 16 16 16 17 17 17 17 17 17 17
3 3 2 2 2 8 8 8 8 11 11 11 16 13 16 16 16 16 16 17 17 17 17 17 17 17
3 2 2 2 2 8 8 8 8 11 11 11 16 16 16 16 16 16 17 17 17 17 17 17 17
2 2 2 2 2 2 10 10 10 10 11 11 11 16 16 16 16 17 17 17 17 17 17 17 17 17 17
1 1 1 1 9 9 9 10 10 10 10 11 11 11 12 12 16 17 17 17 17 17 17 17 17 17 17
1 1 1 1 1 9 9 9 10 10 10 11 11 12 12 12
1 1 1 1 9 9 6 6 10 10 11 11 12
1 1 1 9 9 6 6 10 10 11
1 9 9 6 6 7 7
6 7 7 7
7 7
17 sub-areas with 307 grid cells
息县
班台
漯河
周口 亳县
蒋集
横排头
阜阳
王家坝鲁台子
蚌埠明光
固镇 +宿县
沂河沭河
洪泽湖
平原区
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Xi Xian Station (1953--1985) (area: 10,190km 2)
0
200
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600
800
1000
1200
1400
1600
1800
1 23
45
67
89
111
133
155
177
199
221
243
265
287
309
331
353
375
time (month)
Dis
charg
e (
m3/s
)
Obe.
Cal.
Xi Xian Station (1953--1985)
0
100
200
300
400
500
600
700
800
900
1000
1 3 5 7 9 11
13
15
17
19
21
23
25
27
29
31
33
year
ru
no
ff (
mm
)
Obs.
Cal.
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Bengbu Station (1953--1985) (area: 121,330km2)
0
2000
4000
6000
8000
10000
1 29
57
85
113
141
169
197
225
253
281
309
337
365
393
time (month)
dis
charge (
m3/s
)
Obs.
Cal.
Bengbu Station (1953--1985) Area = 121,330km2
0
100
200
300
400
500
600
1 3 5 7 9 11
13
15
17
19
21
23
25
27
29
31
33
year
runoff (
mm
)
Obs.
Cal.
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Hong Ze Hu (1953--1985) (AREA: 157,420KM2)
0
500
1000
1500
2000
2500
30001 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33
TIME (YEAR)
DISC
HARG
E (M
3/S
)
Cal. Discharge (m3/s)
Obs. Discharge (m3/s)
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2. Improvement of runoff parameterization in AVIM
Brief description to the land surface scheme
AVIM(Atmosphere-Vegetation Interaction
model)
Improvement of runoff parameterization in
AVIM
Hydrological simulations over Xilinhe draina
ge basin
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• Runoff plays an important role in land surface w
ater budgets.
• The treatment of hydrological processes in AVI
M is too rough, and runoff is simply an excess of
precipitation over evapotranspiration.
• The purpose of this study is to improve the para
meterization of runoff generation in AVIM.
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Brief description to AVIM
• Canopy in AVIM is considered as a uniform layer covering the soil with a shielding factor. • The soil column is divided into three layers: upper layer(d1=0.1m); lower layer(d2=0.9m); deep layer(d3=d2).
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Evap
otransp
iration
Wet canopy evaporation
Dry canopy transpiration
Bare soil surface evaporation
baccsaccw rqTqLAIE /))((
)/()))(()1( fbaccsacctr rrqTqE
)/())(( 1 sdacsag rrqTqE
Evapotranspiration in land surface scheme AVIM
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Diffusion type multi-layer scheme
The soil model
s
u
s
SwK
z
wwD
zt
w
])(
)([
3212
1211
1212
11
1
)(
)(2
)(1
)1(1
b
s
s
trgw
ccs
wd
K
ddd
wwD
rofEEDPdt
dw
3223
2
3212
2
322
2323
212
1212
2
22
)(
)(2
)(
)(2
b
s
sb
s
s
ws
tr
wd
Kw
d
K
ddd
wwD
ddd
wwD
d
E
t
dw
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Runoff
The parameterization of runoff in AVIM is verysimple. It is assumed that the rainfall Pg infiltratesthe upper layer of soil. As soil gets saturated, the surface runoff (rof) will occur and is equal to the excess of rainfall over evaporation.
else
wEProf
gg
,0
1, 1
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Wmm
Wm P R
Wm
W0
0 1
f / F
a Distribution of soi l water b Schematic of runoff generation
storage capaci ti es
The treatment of the heterogeneity in the Xinanjiang model
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Land surfaceschemeAVIM
Runoffgeneration
model
Routingmodel
Sensibleheat
Latentheat
RofRof
PgPg
ww11, w, w22Discharge QDischarge Q
RofRof
Improvement of runoff parameterization in AVIM
Improvement of runoff parameterization in AVIM
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Wm
W
0 f/F 1
A
Pgrof
WM
W0
Runoff generation model
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The calculation of runoff may then be expressed in the form :
Then W0 and WM can be expressed as:
WMBAPWMWP
WMBAPWAPWMWMWProf
gg
gB
mmgg
)1(,
)1(,/)(1 1
).( 21 ddWM s
22110 .... dwdwW ss
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Hydrological simulations over Xilinhe drainage basin
Hydrological simulations over Xilinhe drainage basin
• Basin description
• Data
• Experimental design
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Basin description
• The Xilinhe drainage basin is located in the east of Inner Mongolia plateau of China, and belongs to arid and semi-arid climate.
• Mean annual precipitation is about 350mm; mean annual runoff depth is only5.7mm; runoff coefficient is 0.016.
• Most of the runoff is generated in spring by snowmelt, and 66.5% of the runoff occurs in Apr. and May.
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Data
• The hydrological simulations area is upstream of Xilinha
ote station, which is located at 116°10′E , 48°49′N, with t
he drainage area of 3852 square kilometers.
• The data for calibration and validation comprises daily s
treamflow from Xilinhaote gauging station and daily atm
ospheric forcing data from the year 1991 to 1994, includi
ng observed radiation, precipitation, air temperature, hu
midity, wind, and cloud cover.
• The improved AVIM model is run at an hourly time step.
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Experimental design
Model is run in the three situations :
• Running the original version of the AVIM model;
• Running the improved AVIM model, using the energy-balance snow model;
• Running the improved AVIM model, using a degree-day snow accumulation and ablation model.
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The original AVIM model results indicate that all the calculated runoff is zero. That is because, under the assumption of neglecting horizontal heterogeneities, the runoff will not occur until the entire upper layer is saturated, but the saturation is rarely reached in Xilinhe basin with the even precipitation of 350mm/y.
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0
2
4
6
8
10
12
14
1 366 731 1096
Time(day)
Dis
char
ge(
m3/
s)
0102030405060708090100
Pre
cipi
tatio
n(
mm
)
Precipitation Observed Simulated
Daily observed and simulated streamflow at gauging station Xilinhaote for the period 1991-1994 (by the improved AVIM model with the energy-balance snow model)
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0
2
4
6
8
10
12
14
1 366 731 1096
Time(day)
Disc
harg
e(
m3/
s)
0
20
40
60
80
100
Prec
ipita
tion(
mm
)
Precipitation Observed Simulated
Daily observed and simulated streamflow at gauging station Xilinhaote for the period 1991-1994 (by the improved AVIM model with the day-degree snow model)
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• The Xilinhe drainage basin is located in arid and
semi-arid zone. Annual runoff depth is only 5.7
mm,and runoff coefficient is about 0.016. It is a
challenge to select the basin to simulate the hydr
ologic processes.
• The simulated rainfall-runoff processes are acce
ptable and encouraging. It indicates that the mo
dification of runoff generation scheme in AVIM
is reasonable and effective.
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The difference of calculated upper soil water content(mm) between the original AVIM (no runoff) and the improved AVIM model (having runoff)
- 2. 5- 2
- 1. 5- 1
- 0. 50
0. 51
1. 5Ab
solu
te d
iffer
ence
(mm)
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- 40
- 30
- 20
- 10
0
10
20
30
40Ab
solu
te d
iffer
ence
w/m
(2 )
The difference of calculated latent heat(w/m2) between the original AVIM (no runoff) and the improved AVIM model (having runoff)
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- 20
- 15
- 10
- 5
0
5
10
15
20
25
Abs
olut
e di
ffer
ence
(w/
m2)
The difference of calculated sensible heat(w/m2) between the original AVIM (no runoff) and the improved AVIM model (having runoff)
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Conclusion and discussion
• The runoff generation scheme in the original AVIM was im
proved.
• The model was used to simulate daily hydrographs for the X
ilinhe drainage basin, and there was an acceptable agreeme
nt between the observed and simulated streamflow in rainfa
ll-runoff processes at the Xilinhaote station.
• Though, streamflow simulation is not the main task in land
surface scheme, it can act as a diagnostic tool for verificatio
n of water balance model in the scheme.