HYDROSYS
    PROJECT
OVERVIEW
&
APPLICATIONS




EPFL‐EFLUM
Dec.
10th
2009
Project
Goals
Project
Goals

  Enabling
on‐site
data
collec0on,
visualiza0on
and
transfer
to
support
new

   ways
of
observing
environmental
processes.

  Providing
a
system
infrastructure
to
support
teams
of
users
in
the
on‐site

   monitoring
of
events
and
analysis
of
natural
resources.
It
introduces
the

   innova0ve
concept
of
event‐driven
campaigns
using
handheld
devices,

   poten0ally
supported
by
an
unmanned
aerial
vehicle
(UAV).

  Improving
monitoring
and
management
for
environmental
scien0sts,

   ins0tu0ons,
service
providers,
engineering
companies
and
municipali0es

   through
its
strong
integra0on
of
handhelds,
sensor
networks
and
modeling.

  
www.hydrosysonline.eu

La Fouly: GEOtop application to an instrumented
            watershed in the Valais
                          Silvia Simoni
         Environmental Fluid Mechanics Department - EPFL
Outline


1. Rationale for using a 3D-physically based model
 Data spatial variability


2. GEOtop overview
  for details: www.geotop.org


3. Rainfall-run off modeling using La Fouly data


4. Snow melt: how to deal with it in absence of measured snow
depth



                            Lausanne Dec. 10th 2009 - Silvia Simoni
La Fouly deployment
Location: La Fouly - Val Ferret, Orsiere VS.   water level measuring point




catchment area=20 km2
z min=1785 m z max=3238 m
main stream: Dranse de Ferret
Available data
                                                                water level @ the outlet − hourly mean
                                                                                                                                           Meteorological data
 water level [mm]

                         300




                                                                                                                                           (precipitation, wind speed and velocity,
                         100




                                                                                                                                           air temperature and humidity, radiation)
                         0




                                18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10


                                                                   hourly cumulated rain @ ST1033
                                                                                                                                           Soil data
                         8
 precipitation [mm]

                         6




                                                                                                                                           (soil moisture, suction and temperature)
                         4
                         2
                         0




                                18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10


                                                             hourly averaged air Temperature @ ST1033                                      Water level data
                         20
 Air Temperature [C]




                                                                                                                                           Discharge from rating curve
                         10
                         5
                         0
                         −5




                                18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10


                                                              Incoming short wave radiation @ ST1033
                                                                                                                                           Period
                         1200
 ISW radiation [W/m2]




                                                                                                                                           June - October 2009
                         800
                         400
                         0




                                18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10
                                                                                                                                           10 Sensorscope stations
                        1. Data                   2. Spatial variability                        3. GEOtop                        4. Rainfall-run off   5.Snow melt       6.Soil moisture


                                                                                                           Lausanne Dec. 10th 2009 - Silvia Simoni
Discharge rating curve


                     8000
                                                                      Measuments
                                       Discharge rating curve Q=1.594 (h+15.56)2.03
                     7000


                     6000


                     5000
           Q [l/s]




                     4000


                     3000


                     2000


                     1000


                        0
                            0                  10               20                      30           40          50
                                                                         h [cm]


 1. Data              2. Spatial variability        3. GEOtop             4. Rainfall-run off      5.Snow melt        6.Soil moisture


                                                         Lausanne Dec. 10th 2009 - Silvia Simoni
Spatial variability of rainfall
                                                       Hourly Cumulated Rainfall measured @ SS1032                                                                                                                     Hourly Cumulated Rainfall @ ST1042
                      5




                                                                                                                                                                               8
cumulated rain [mm]




                                                                                                                                                         cumulated rain [mm]
                      4




                                                                                                                                                                               6
                      3




                                                                                                                                                                               4
                      2




                                                                                                                                                                               2
                      1
                      0




                                                                                                                                                                               0
                          18/06 21/06 25/06 28/06 01/07 04/07 08/07 11/07 14/07 17/07 21/07 24/07 27/07 30/07 03/08 06/08 09/08                                                      18/06 21/06 25/06 28/06 01/07 04/07 08/07 11/07 14/07 17/07 21/07 24/07 27/07 30/07 03/08 06/08 09/08

                                                                        time (day/month)                                                                                                                                           time (day/month)




                                                                        Italy
G. S. Bernard




                                                                                                                                                                                                                                                                                    N
                                                                                                                                            SG1044
                                                                                                                            SG1038
                                      Lacs de Fenetre                                                                                                                                                                                                 Italy
                                                                                                                                                                                                                                                      GPS base station




                                                                                                                                  ST1041                                                 ST1042
                                                                                                                                                                  ST1040
                                                                                                                      SS1033                                                                                        water level @ La Fouly 2009 data − hourly mean

                                                     ST1037
                                                                                                                                                         100 200 300 400 500




                                                                                                                  ST1043
                                                                                                                                      water level [mm]




                                                         SS1032                            ST1035
                                                                                                ST1036
                               GPRS base station                                                        Swiss-South Africa Joint Scientific Conference, Nov 5th 2009
                                                                                               ST1034                                                                              20/05 26/05 01/06 07/06 12/06 18/06 24/06 30/06 06/07 11/07 17/07 23/07 29/07 04/08 09/08 15/08 21/08 27/08   8
Spatial variability effect on Precipitation
                   Station Scattergram for the stations                                                                                       on the orographic left− Rainfall data                                                                                                                     Station Scattergram for the stations                                                                          across the valley− Rainfall data

                                                                                                                                                                                                                                                                                                                                                                                              ●                                                                                           ●
              10




                                                                                                                     ●                                                                                                                                        ●
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                                                                                                                                                                                                                                                                                                                                                                                                                 12
                                                                                                                                                                                                              ●

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  x=1439 m




                                                                                                                                                                                                                                                                                                   8
                                                                             ●
                                                     x=182 m                                                                                                    x=265 m
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                                                                                                                                         8
                     ●
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                                                                                                                                                                                                                                                                                                                                                                                                                 10
              8




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                                                                                                                                                                                                                                                                                                   6
                                                                                                                                                                                                                                                                                       ST1033 mm




                                                                                                                                                                                                                                                                                                                                                                                                     ST1043 mm
  ST1040 mm




                                                                                                                             ST1042 mm
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                                                                                                                                         6
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                                                                                                                                                                                                                                                                                                                                                                                                                 4
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                                                                                                                                                                                                                                                                                                   2
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                                                                                                                                         2
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              2




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                                                                                                                                                                                                                                                                                                                                                                                      x=1689 m




                                                                                                                                                                                                                                                                                                                                                                                                                 2
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                                                                                                                                                                                                                                                                                                          ●   ●   ●   ●       ●   ●               ●                                                                   ●   ●       ●   ●   ●               ●   ●                           ●
                     ● ●     ●   ●   ●     ●                 ● ●                                                                                ●   ● ● ● ● ● ● ●       ●     ●                                                                                   ●                                                                                                                                                   ●   ●       ●   ●   ●       ●       ●




                                                                                                                                                                                                                                                                                                   0




                                                                                                                                                                                                                                                                                                                                                                                                                 0
              0




                                                                                                                                         0
                     ● ●     ●   ●   ● ●     ●                           ●                                                                      ●   ● ● ● ● ● ● ● ●   ● ●   ●                                                 ●                                                                           ●   ●   ●   ●       ●   ●       ●   ●                                                                       ●   ●       ●   ●   ●       ●           ●   ●       ●




                     0                               2                       4               6                   8                              0                          2                              4                           6                   8                   10                          0               1               2               3           4           5       6      7                    0                   1                       2                   3                   4                   5           6       7

                                                                     ST1033 mm                                                                                                                        ST1040 mm                                                                                                                                   ST1032 mm                                                                                                                   ST1032 mm




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                                                                                                                                                                                                                                                                                                   10
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                                                                                                     ●




                                                                                                                                                                                                                                                                                                                                                                                                                 8
                                                                                                                                                                                                                                                                                                                                                                  ●
                                                                                                                                                                                                                                                                                                                                                                                      x=1664 m                                                                                                                x=1091 m                            ●
              8




                                                                                                                                                                x=305 m                                                                                                                                   ●
                                                                                                                                         10




                                                                                                                                                                                                                                                                                                                                              ●                                               ●




                                                                                                                                                                                                                                                                                                   8
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                                                                                                                                                                                                                                                                                                                          ●                                                                                                                                                                                                                   ●
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                                                                                                                                                                                                                                                                                                                                                                                                                 6
  ST1042 mm




                                                                                                                             ST1043 mm




                                                                                                                                                                                                                                                                                                                                                              ●




                                                                                                                                                                                                                                                                                       ST1040 mm




                                                                                                                                                                                                                                                                                                                                                                                                     ST1034 mm
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              6




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                                                                                                                                                                                                                                                                                                                                                                                                                 4
              4




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              0




                                                                                                                                         0




                     ● ● ●       ●                                                                                                              ● ● ● ● ●           ● ●   ●               ●                                                                                                               ●   ●   ●   ●   ●   ●   ●       ●                                                                           ●   ●   ●   ●   ● ●                       ●




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                     0                               2                       4               6                   8                              0                          2                              4                           6                   8                   10
                                                                                                                                                                                                                                                                                                          0               1               2               3           4           5       6      7                    0                                   2                           4                           6                       8
                                                                     ST1033 mm                                                                                                                        ST1040 mm
                                                                                                                                                                                                                                                                                                                                                  ST1032 mm                                                                                                                   ST1033 mm




                                                                                                                                                                                                                                                                                                                                                                                                                 10
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              12




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                                     x=251 m                                                                                                                    x=376 m
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              x=1243 m
                                                                                                                                                                                                                                                                                                   8




                                                                                                                                                                                                                                                                                                                                                                                                                 8
              10




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  ST1043 mm




                                                                                                                             ST1043 mm




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              8




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              0




                                                                                                                                         0




                     ● ●     ●   ●   ● ● ●                               ●                                                                      ●   ● ● ● ● ● ●                   ●                   ●
                                                                                                                                                                                                                                                                                                          ●   ●   ●   ●           ●   ●           ●                                                                   ●   ●   ●   ●   ●   ●   ● ●               ●
                                                                                                                                                                                                                                                                                                          ●   ●   ●   ●   ●       ●   ●                                                                               ●   ●   ●   ●   ●   ●   ● ●                 ●               ●
                                                                                                                                                                                                                                                                                                   0




                                                                                                                                                                                                                                                                                                                                                                                                                 0
                                                                                                                                                                                                                                                                                                          ●   ●   ●   ●       ●   ●   ●   ●   ●                                                                       ●   ●   ●   ●   ●   ●   ●   ●             ●                     ●




                     0                               2                       4               6                   8                              0                                 2                               4                       6                       8
                                                                                                                                                                                                                                                                                                          0               1               2               3           4           5       6      7                    0                                   2                           4                           6                       8
                                                                     ST1033 mm                                                                                                                        ST1042 mm
                                                                                                                                                                                                                                                                                                                                                  ST1032 mm                                                                                                                   ST1033 mm

 1. Data                                                                             2. Spatial variability                                                                                                           3. GEOtop                                                    4. Rainfall-run off                                                                                    5.Snow melt                                                                                                         6.Soil moisture
                                                                                                                                                                                                                                                          Lausanne Dec. 10th 2009 - Silvia Simoni
Spatial variability effect on Precipitation
                                                                              Influence of spatial distance on the spatial correlation between stations (based on rainfall data)
                                                   1.0
                                                             ●
                                                                              ●        ●
                                                                                                                                                      ●
       correlation coefficient




                                                                                           ●                                                   ●
                                                   0.8



                                                                                       ●                ●          ●                   ●                           ●         ●                                  ●       ●
                                                                                                                                                                                 ●           ●
                                                                                  ●        ●                                                                        ●                    ●
                                                                                                                                                                                     ●
                                                   0.6




                                                                                                                                                                                                            ●

                                                                                                                                           ●                   ●                                        ●
                                                                                           ●
                                                   0.4




                                                                                                                                                                                                                        ●
                                                                                                                                                                                                                                ●
                                                                                                                                                                                                                                          ●
                                                   0.2
                                                   0.0




                                                             0                                              500                                1000                                          1500                                       2000

                                                                                                                                     real distance between stations [m]




                                                                                      Influence of Aspect on the spatial correlation between stations (based on rainfall data)
                                                     1.0




                                                                 ●
                                                                  ●       ●
                                                                                                                                                                                                  ●
                         correlation coefficient




                                                                                               ●                                                                                                 ●
                                                     0.8




                                                                                  ●    ●                                ●●                                         ●●                                                               ●    ●
                                                                                                                                                                         ●        ●
                                                                      ●       ●                                                                                                  ●                                                                   ●
                                                                                                                                                                        ●
                                                     0.6




                                                                                                                                                                                                                                ●

                                                                                                                   ●●                                                                                                                          ●
                                                                          ●
                                                     0.4




                                                                                                                                                                                                                    ●
                                                                                                                                                                                                                                    ●
                                                                                                                                                                                                                            ●
                                                     0.2
                                                     0.0




                                                                 0                                 30                         60                          90                             120                        150                             180

                                                                                                                                   aspect difference between stations [deg]


 1. Data                                                   2. Spatial variability                                 3. GEOtop                        4. Rainfall-run off                                5.Snow melt                                  6.Soil moisture

                                                                                                                             Lausanne Dec. 10th 2009 - Silvia Simoni
Spatial variability effect on cumulated Precipitation
                                                                  Spatial variability impact on totally cumulated rainfall
                           400
 total cum rainfall [mm]




                                                                                                                           ●   1040
                           300




                                                                                                                           ●   1043
                                                                                                                                                 ●   1033
                                                                                                                                                             ●   1042
                                                       ●   1036
                                                                                                                    1032
                           200




                                                                                                                ●
                                            ●   1034

                                                                                                                                      ●   1037
                           100




                                 1700           1800          1900           2000              2100            2200              2300                 2400              2500

                                                                                        elevation [m a.s.l.]




                                                                                                       ST1040 ST1041
                                                                                     ST1037                        ST1042
                                                                                                              SS1033
 1. Data                                2. Spatial variability            3. GEOtop SS1032 Rainfall-run off
                                                                                        4.    ST1035 ST1043 5.Snow melt                                                        6.Soil moisture

                                                                                                          ST1036
                                                                                    Lausanne Dec. 10th 2009 - Silvia Simoni    ST1034
Spatial variability effect on wind speed and directions
           Meteorological station:   1033                                          Meteorological station:   1040
                                                           Wind velocity [m/s]                                                    Wind velocity [m/s]
                          N                                     v >= 5.0                          N                                                   Meteorological station:    1042
                                                                                                                                       v >= 5.0                                                           Wind velocity [m/s]
                                                           3.0 <= v < 5.0                                                         3.0 <= v < 5.0
                                                           2.0 <= v < 3.0                                                                                           N                                          v >= 5.0
                                                                                                                                  2.0 <= v < 3.0                                                          3.0 <= v < 5.0
                                                           1.0 <= v < 2.0                                                         1.0 <= v < 2.0                                                          2.0 <= v < 3.0
     NW                                      NE            0.5 <= v < 1.0                                                         0.5 <= v < 1.0                                                          1.0 <= v < 2.0
                                                                        NW
                                                           calm (v < 0.5)                                            NE           calm (v <NW
                                                                                                                                            0.5)                                                          0.5 <= v < 1.0
                                                                                                                                                                                          NE
                                                                                                                                                                                                          calm (v < 0.5)




 W                                                    E        W                                                              E   W                                                              E
                        0.0%    6.5% 13.0% 19.5% 26.0%                                          0.0%    5.0% 10.0% 15.0% 20.0%                                     0.0%    6.5% 13.0% 19.5% 26.0%




                                                                                                                                            SW                                            SE
     SW                                      SE                         SW                                           SE


                                                                                                                                                                     S
                          S                                                                       S


           Meteorological station:   1034                                          Meteorological station:   1035                                           Meteorological station:     1037
                                                             Wind velocity [m/s]                                                  Wind velocity [m/s]
                          N                                       v >= 5.0                        N                                    v >= 5.0                             N                                         Wind veloci
                                                             3.0 <= v < 5.0                                                       3.0 <= v < 5.0                                                                           v >=
                                                             2.0 <= v < 3.0                                                       2.0 <= v < 3.0                                                                      3.0 <= v <
                                                             1.0 <= v < 2.0                                                       1.0 <= v < 2.0                                                                      2.0 <= v <
                                                             0.5 <= v < 1.0                                                       0.5 <= v < 1.0                                                                      1.0 <= v <
     NW                                       NE                       NW
                                                             calm (v < 0.5)                                          NE                        NW                                                NE                   0.5 <= v <
                                                                                                                                  calm (v < 0.5)                                                                      calm (v < 0




 W                                                     E      W                                                               E       W                                                                    E
                         0.0%    7.5% 15.0% 22.5% 30.0%                                         0.0%    5.0% 10.0% 15.0% 20.0%                                            0.0%     6.0%   12.0% 18.0% 24.0%




                                                                        SW                                           SE                          SW                                              SE
     SW                                       SE


                                                                                                  S                                                                         S
                          S



 1. Data               2. Spatial variability                  3. GEOtop                               4. Rainfall-run off                 5.Snow melt                                         6.Soil moisture
                                                                           Lausanne Dec. 10th 2009 - Silvia Simoni
Spatial interpolation of Precipitation
                                                               Hourly Cumulated Rainfall @ ST1043

                                                                                                                                                           July 9th 2009
cumulated rain [mm]

                      8 10
                      6




                                                                                                                                              N
                      4
                      2
                      0




                             18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10

                                                                            time (day/month)




                                                                                                                             July 2th 2009
                      1. Data                  2. Spatial variability                    3. GEOtop                   4. Rainfall-run off     5.Snow melt    6.Soil moisture

                                                                                                 Lausanne Dec. 10th 2009 - Silvia Simoni
GEOtop model

                          snow, ice,
    water cycle           permafrost
                          Endrizzi 2007
  Rigon et al., 2006




     evapo-                  natural
  transpiration,             hazards
  energy fluxes             Simoni 2007
  Bertoldi et al., 2006




                                          14


Open source LGPL3
The GEOtop model
 1. 3D topography
          - distributed model
          - DEM preprosessing:             drainage directions => channel network
                                           slopes and aspect => radiation
                                           curvatures => shadowing
 2. Water balance                          sky view factor => radiation
           - effective rainfall
           - surface flow
           - subsurface flow
           - snow/ice melt

 3. Energy balance
           - radiation
           - boundary-layer interaction
           - snow and glacier melt
           - freezing soil

 1. Data     2. Spatial variability   3. GEOtop            4. Rainfall-run off      5.Snow melt   6.Soil moisture


                                          Lausanne Dec. 10th 2009 - Silvia Simoni
Rainfall-run off - infiltration mechanism

    Effective rainfall: vegetation accounted for

    Infiltration: Richards 3D or Richards 1D + lateral darcian flow

    ∂ψ dθ   ∂                        ∂ψ                     ∂                         ∂ψ       ∂             ∂ψ
          =    KL (ψ)                   − sin α           +    KL (ψ)                        +    Kz (ψ)        − cos α
    ∂t dψ   ∂x                       ∂x                     ∂y                        ∂y       ∂z            ∂x

   Drainage along slopes: kinematic scheme

      c(x, t) = Cm h(x, t) [ z(x)]             γ                     0.5
                                                                                       W (x, t) = Ωc(x, t)

    Channel routing: Saint-Venant equation
                                 t        L
                                                   sW (τ, s)       (s − uc (t − τ ))2
     Q(x, t) = AT                                            exp −                    dsdτ
                             0        0         4πD(t − τ )3          4D(t − τ )

     W       water inflow from hillslopes into the channel network at a distance s from the outlet at time        τ
 1. Data     2. Spatial variability           3. GEOtop             4. Rainfall-run off        5.Snow melt        6.Soil moisture


                                                   Lausanne Dec. 10th 2009 - Silvia Simoni
Rainfall-run off contribute
                                                                          Discharge @ La Fouly 2009 data from ST1043
                         4000




                                                                              GEOtop no snow
 run off [l/s]




                                                                              Q measured
                         2000
                         0




                                         27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10

                                                                                              time (day/month)


Determining a stage-discharge relationship
                        Modeled discharge at La Fouly: sensitivity analysis on D and C_m
                                    15




                                                    D=100 m2/s C_m=0.5 m^1/3/s, n_Dt_w=10
                 Discharge [m3/s]




                                                    D=50 m2/s C_m=0.25 m^1/3/s, n_Dt_w=2
                                    10




                                                    D=50 m2/s, C_m=0.25 m^1/3/s, n_Dt_w=10
                                    5
                                    0




                                           18/06 25/06 01/07 08/07 14/07 21/07 27/07 03/08 09/08 16/08 22/08 29/08 04/09 11/09 17/09 24/09 30/09 07/10

                                                                                                    time



   1. Data                                    2. Spatial variability       3. GEOtop               4. Rainfall-run off      5.Snow melt                  6.Soil moisture
                                                                                  Lausanne Dec. 10th 2009 - Silvia Simoni
Soil moisture
Measured soil moisture
                                                               Soil Moisture − 20cm @ SS1043
                     50




                                                                                                                                                      Hourly cumulated rain [mm]
                                                                                                                          Soil Moist. (V)
                     45




                                                                                                                                               8 10
 Soil moisture [−]




                                                                                                                          Precip
                     40




                                                                                                                                               6
                     35




                                                                                                                                               4
                     30




                                                                                                                                               2
                     25




                                                                                                                                               0
                          18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10

                                                                         time (day/month)




                                                                                                                                        1043




              1. Data              2. Spatial variability        3. GEOtop                  4. Rainfall-run off     5.Snow melt                                                    6.Soil moisture
                                                                        Lausanne Dec. 10th 2009 - Silvia Simoni
Soil moisture
Measured soil moisture
                                                               Soil Moisture − 20cm @ SS1043
                     50




                                                                                                                                                      Hourly cumulated rain [mm]
                                                                                                                          Soil Moist. (V)
                     45




                                                                                                                                               8 10
 Soil moisture [−]




                                                                                                                          Precip
                     40




                                                                                                                                               6
                     35




                                                                                                                                               4
                     30




                                                                                                                                               2
                     25




                                                                                                                                               0
                          18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10

                                                                         time (day/month)




                                                                                                                                        1043




              1. Data              2. Spatial variability        3. GEOtop                  4. Rainfall-run off     5.Snow melt                                                    6.Soil moisture
                                                                        Lausanne Dec. 10th 2009 - Silvia Simoni
Soil moisture
Measured soil moisture
                                                               Soil Moisture − 20cm @ SS1043
                     50




                                                                                                                                                      Hourly cumulated rain [mm]
                                                                                                                          Soil Moist. (V)
                     45




                                                                                                                                               8 10
 Soil moisture [−]




                                                                                                                          Precip
                     40




                                                                                                                                               6
                     35




                                                                                                                                               4
                     30




                                                                                                                                               2
                     25




                                                                                                                                               0
                          18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10

                                                                         time (day/month)




                                                                                                                                        1043




              1. Data              2. Spatial variability        3. GEOtop                  4. Rainfall-run off     5.Snow melt                                                    6.Soil moisture
                                                                        Lausanne Dec. 10th 2009 - Silvia Simoni
Soil moisture
Measured soil moisture
                                                                            Soil Moisture − 20cm @ SS1043
                               50




                                                                                                                                                                   Hourly cumulated rain [mm]
                                                                                                                                       Soil Moist. (V)
                               45




                                                                                                                                                            8 10
 Soil moisture [−]




                                                                                                                                       Precip
                               40




                                                                                                                                                            6
                               35




                                                                                                                                                            4
                               30




                                                                                                                                                            2
                               25




                                                                                                                                                            0
                                       18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10

                                                                                      time (day/month)


Modeled soil moisture
                                                                                                                                                     1043
                                                                                 Soil Moisture @ ST1043
                                0.50
                                0.40
           soil moisture [−]




                                                0.3 m measured
                                0.30




                                                0.3 m
                                                0.125 m
                                0.20




                                        24/06 24/06 25/06 26/06 27/06 28/06 29/06 30/06 01/07 02/07 03/07 04/07 05/07 05/07 06/07 07/07 08/07


              1. Data                           2. Spatial variability        3. GEOtop                  4. Rainfall-run off     5.Snow melt                                                    6.Soil moisture
                                                                                     Lausanne Dec. 10th 2009 - Silvia Simoni
Adding snow melt
                                                          Discharge @ La Fouly 2009 data from ST1043
                 4000




                                                             GEOtop no snow
run off [l/s]




                                                             Q measured
                 2000
                 0




                          27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10

                                                                            time (day/month)


Challange:
setting initial condition on snow depth
how to???




                            MODIS data June 27th 2009

                1. Data          2. Spatial variability     3. GEOtop              4. Rainfall-run off      5.Snow melt       6.Soil moisture
                                                                  Lausanne Dec. 10th 2009 - Silvia Simoni
Adding snow melt
         First attempts                               Discharge @ La Fouly 2009 data from all stations
                 4000




                                                          GEOtop no snow
 run off [l/s]




                                                          Q measured
                 2000
                 0




                        27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10

                                                                           time (day/month)




                  Snow depth distribution according to topography,
                  slope and aspect

    1. Data                  2. Spatial variability    3. GEOtop             4. Rainfall-run off      5.Snow melt      6.Soil moisture
                                                            Lausanne Dec. 10th 2009 - Silvia Simoni
Further work

 1. Introducing snow melt



 2. Characterizing the soil more in detail to improve soil moisture modeling



3. Comparing fluxes computed from flux tower with the ones computed by the
model.


4. Investigating subsurface flows and their link with potential hazards such as debris-
flows and shallow landslide.

   .....




                                 Lausanne Dec. 10th 2009 - Silvia Simoni
Enjoy GEOtop!


                                 snow, ice,
  water cycle                    permafrost




   evapo-                           natural
transpiration,                      hazards
energy fluxes

GEOtop_Lafouly

  • 1.
    HYDROSYS PROJECT
OVERVIEW
&
APPLICATIONS EPFL‐EFLUM
Dec.
10th
2009
  • 2.
  • 3.
    Project
Goals  Enabling
on‐site
data
collec0on,
visualiza0on
and
transfer
to
support
new
 ways
of
observing
environmental
processes.  Providing
a
system
infrastructure
to
support
teams
of
users
in
the
on‐site
 monitoring
of
events
and
analysis
of
natural
resources.
It
introduces
the
 innova0ve
concept
of
event‐driven
campaigns
using
handheld
devices,
 poten0ally
supported
by
an
unmanned
aerial
vehicle
(UAV).  Improving
monitoring
and
management
for
environmental
scien0sts,
 ins0tu0ons,
service
providers,
engineering
companies
and
municipali0es
 through
its
strong
integra0on
of
handhelds,
sensor
networks
and
modeling.  
www.hydrosysonline.eu

  • 4.
    La Fouly: GEOtopapplication to an instrumented watershed in the Valais Silvia Simoni Environmental Fluid Mechanics Department - EPFL
  • 5.
    Outline 1. Rationale forusing a 3D-physically based model Data spatial variability 2. GEOtop overview for details: www.geotop.org 3. Rainfall-run off modeling using La Fouly data 4. Snow melt: how to deal with it in absence of measured snow depth Lausanne Dec. 10th 2009 - Silvia Simoni
  • 6.
    La Fouly deployment Location:La Fouly - Val Ferret, Orsiere VS. water level measuring point catchment area=20 km2 z min=1785 m z max=3238 m main stream: Dranse de Ferret
  • 7.
    Available data water level @ the outlet − hourly mean Meteorological data water level [mm] 300 (precipitation, wind speed and velocity, 100 air temperature and humidity, radiation) 0 18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10 hourly cumulated rain @ ST1033 Soil data 8 precipitation [mm] 6 (soil moisture, suction and temperature) 4 2 0 18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10 hourly averaged air Temperature @ ST1033 Water level data 20 Air Temperature [C] Discharge from rating curve 10 5 0 −5 18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10 Incoming short wave radiation @ ST1033 Period 1200 ISW radiation [W/m2] June - October 2009 800 400 0 18/06 25/06 02/07 09/07 16/07 23/07 30/07 05/08 12/08 19/08 26/08 02/09 09/09 16/09 23/09 30/09 07/10 10 Sensorscope stations 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 8.
    Discharge rating curve 8000 Measuments Discharge rating curve Q=1.594 (h+15.56)2.03 7000 6000 5000 Q [l/s] 4000 3000 2000 1000 0 0 10 20 30 40 50 h [cm] 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 9.
    Spatial variability ofrainfall Hourly Cumulated Rainfall measured @ SS1032 Hourly Cumulated Rainfall @ ST1042 5 8 cumulated rain [mm] cumulated rain [mm] 4 6 3 4 2 2 1 0 0 18/06 21/06 25/06 28/06 01/07 04/07 08/07 11/07 14/07 17/07 21/07 24/07 27/07 30/07 03/08 06/08 09/08 18/06 21/06 25/06 28/06 01/07 04/07 08/07 11/07 14/07 17/07 21/07 24/07 27/07 30/07 03/08 06/08 09/08 time (day/month) time (day/month) Italy G. S. Bernard N SG1044 SG1038 Lacs de Fenetre Italy GPS base station ST1041 ST1042 ST1040 SS1033 water level @ La Fouly 2009 data − hourly mean ST1037 100 200 300 400 500 ST1043 water level [mm] SS1032 ST1035 ST1036 GPRS base station Swiss-South Africa Joint Scientific Conference, Nov 5th 2009 ST1034 20/05 26/05 01/06 07/06 12/06 18/06 24/06 30/06 06/07 11/07 17/07 23/07 29/07 04/08 09/08 15/08 21/08 27/08 8
  • 10.
    Spatial variability effecton Precipitation Station Scattergram for the stations on the orographic left− Rainfall data Station Scattergram for the stations across the valley− Rainfall data ● ● 10 ● ● ● 12 ● x=1439 m 8 ● x=182 m x=265 m ● 8 ● ● ● ● ● 10 8 ● ● ● ● ● ● ● 6 ST1033 mm ST1043 mm ST1040 mm ST1042 mm ● ● ● ● ● 6 ● ● ● ● 8 ● ● 6 ● ● ● ● ● ● ● ● ● 6 4 ● ● ● ● ● ● 4 ● ● ● ● ● ● ● 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● 2 ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● x=1689 m 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 0 0 0 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 2 4 6 8 0 2 4 6 8 10 0 1 2 3 4 5 6 7 0 1 2 3 4 5 6 7 ST1033 mm ST1040 mm ST1032 mm ST1032 mm ● ● 10 ● ● ● 12 ● 8 ● x=1664 m x=1091 m ● 8 x=305 m ● 10 ● ● 8 ● ● ● ● 6 ST1042 mm ST1043 mm ● ST1040 mm ST1034 mm ● ● 6 ● ● ● ● ● ● 8 ● ● 6 ● ● ● ● ● ● ● ● ● ● 6 4 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● x=130 m ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 0 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 0 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 2 4 6 8 0 2 4 6 8 10 0 1 2 3 4 5 6 7 0 2 4 6 8 ST1033 mm ST1040 mm ST1032 mm ST1033 mm 10 ● ● ● ● 12 12 ● ● x=251 m x=376 m ● x=1243 m 8 8 10 10 ● ● ST1043 mm ST1043 mm ● ● ● ● ● ● ● ● ST1042 mm ST1036 mm 8 8 ● ● ● 6 ● 6 ● ● ● ● ● ● 6 6 ● ● ● ● ● ● ● ● ● 4 ● ● ● ● ● ● ● ● ● 4 ● ● ● ● ● 4 4 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 2 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● 2 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● x=1816 m ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 0 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 0 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0 2 4 6 8 0 2 4 6 8 0 1 2 3 4 5 6 7 0 2 4 6 8 ST1033 mm ST1042 mm ST1032 mm ST1033 mm 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 11.
    Spatial variability effecton Precipitation Influence of spatial distance on the spatial correlation between stations (based on rainfall data) 1.0 ● ● ● ● correlation coefficient ● ● 0.8 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● 0.6 ● ● ● ● ● 0.4 ● ● ● 0.2 0.0 0 500 1000 1500 2000 real distance between stations [m] Influence of Aspect on the spatial correlation between stations (based on rainfall data) 1.0 ● ● ● ● correlation coefficient ● ● 0.8 ● ● ●● ●● ● ● ● ● ● ● ● ● ● 0.6 ● ●● ● ● 0.4 ● ● ● 0.2 0.0 0 30 60 90 120 150 180 aspect difference between stations [deg] 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 12.
    Spatial variability effecton cumulated Precipitation Spatial variability impact on totally cumulated rainfall 400 total cum rainfall [mm] ● 1040 300 ● 1043 ● 1033 ● 1042 ● 1036 1032 200 ● ● 1034 ● 1037 100 1700 1800 1900 2000 2100 2200 2300 2400 2500 elevation [m a.s.l.] ST1040 ST1041 ST1037 ST1042 SS1033 1. Data 2. Spatial variability 3. GEOtop SS1032 Rainfall-run off 4. ST1035 ST1043 5.Snow melt 6.Soil moisture ST1036 Lausanne Dec. 10th 2009 - Silvia Simoni ST1034
  • 13.
    Spatial variability effecton wind speed and directions Meteorological station: 1033 Meteorological station: 1040 Wind velocity [m/s] Wind velocity [m/s] N v >= 5.0 N Meteorological station: 1042 v >= 5.0 Wind velocity [m/s] 3.0 <= v < 5.0 3.0 <= v < 5.0 2.0 <= v < 3.0 N v >= 5.0 2.0 <= v < 3.0 3.0 <= v < 5.0 1.0 <= v < 2.0 1.0 <= v < 2.0 2.0 <= v < 3.0 NW NE 0.5 <= v < 1.0 0.5 <= v < 1.0 1.0 <= v < 2.0 NW calm (v < 0.5) NE calm (v <NW 0.5) 0.5 <= v < 1.0 NE calm (v < 0.5) W E W E W E 0.0% 6.5% 13.0% 19.5% 26.0% 0.0% 5.0% 10.0% 15.0% 20.0% 0.0% 6.5% 13.0% 19.5% 26.0% SW SE SW SE SW SE S S S Meteorological station: 1034 Meteorological station: 1035 Meteorological station: 1037 Wind velocity [m/s] Wind velocity [m/s] N v >= 5.0 N v >= 5.0 N Wind veloci 3.0 <= v < 5.0 3.0 <= v < 5.0 v >= 2.0 <= v < 3.0 2.0 <= v < 3.0 3.0 <= v < 1.0 <= v < 2.0 1.0 <= v < 2.0 2.0 <= v < 0.5 <= v < 1.0 0.5 <= v < 1.0 1.0 <= v < NW NE NW calm (v < 0.5) NE NW NE 0.5 <= v < calm (v < 0.5) calm (v < 0 W E W E W E 0.0% 7.5% 15.0% 22.5% 30.0% 0.0% 5.0% 10.0% 15.0% 20.0% 0.0% 6.0% 12.0% 18.0% 24.0% SW SE SW SE SW SE S S S 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 14.
    Spatial interpolation ofPrecipitation Hourly Cumulated Rainfall @ ST1043 July 9th 2009 cumulated rain [mm] 8 10 6 N 4 2 0 18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10 time (day/month) July 2th 2009 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 15.
    GEOtop model snow, ice, water cycle permafrost Endrizzi 2007 Rigon et al., 2006 evapo- natural transpiration, hazards energy fluxes Simoni 2007 Bertoldi et al., 2006 14 Open source LGPL3
  • 16.
    The GEOtop model 1. 3D topography - distributed model - DEM preprosessing: drainage directions => channel network slopes and aspect => radiation curvatures => shadowing 2. Water balance sky view factor => radiation - effective rainfall - surface flow - subsurface flow - snow/ice melt 3. Energy balance - radiation - boundary-layer interaction - snow and glacier melt - freezing soil 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 17.
    Rainfall-run off -infiltration mechanism Effective rainfall: vegetation accounted for Infiltration: Richards 3D or Richards 1D + lateral darcian flow ∂ψ dθ ∂ ∂ψ ∂ ∂ψ ∂ ∂ψ = KL (ψ) − sin α + KL (ψ) + Kz (ψ) − cos α ∂t dψ ∂x ∂x ∂y ∂y ∂z ∂x Drainage along slopes: kinematic scheme c(x, t) = Cm h(x, t) [ z(x)] γ 0.5 W (x, t) = Ωc(x, t) Channel routing: Saint-Venant equation t L sW (τ, s) (s − uc (t − τ ))2 Q(x, t) = AT exp − dsdτ 0 0 4πD(t − τ )3 4D(t − τ ) W water inflow from hillslopes into the channel network at a distance s from the outlet at time τ 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 18.
    Rainfall-run off contribute Discharge @ La Fouly 2009 data from ST1043 4000 GEOtop no snow run off [l/s] Q measured 2000 0 27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10 time (day/month) Determining a stage-discharge relationship Modeled discharge at La Fouly: sensitivity analysis on D and C_m 15 D=100 m2/s C_m=0.5 m^1/3/s, n_Dt_w=10 Discharge [m3/s] D=50 m2/s C_m=0.25 m^1/3/s, n_Dt_w=2 10 D=50 m2/s, C_m=0.25 m^1/3/s, n_Dt_w=10 5 0 18/06 25/06 01/07 08/07 14/07 21/07 27/07 03/08 09/08 16/08 22/08 29/08 04/09 11/09 17/09 24/09 30/09 07/10 time 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 19.
    Soil moisture Measured soilmoisture Soil Moisture − 20cm @ SS1043 50 Hourly cumulated rain [mm] Soil Moist. (V) 45 8 10 Soil moisture [−] Precip 40 6 35 4 30 2 25 0 18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10 time (day/month) 1043 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 20.
    Soil moisture Measured soilmoisture Soil Moisture − 20cm @ SS1043 50 Hourly cumulated rain [mm] Soil Moist. (V) 45 8 10 Soil moisture [−] Precip 40 6 35 4 30 2 25 0 18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10 time (day/month) 1043 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 21.
    Soil moisture Measured soilmoisture Soil Moisture − 20cm @ SS1043 50 Hourly cumulated rain [mm] Soil Moist. (V) 45 8 10 Soil moisture [−] Precip 40 6 35 4 30 2 25 0 18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10 time (day/month) 1043 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 22.
    Soil moisture Measured soilmoisture Soil Moisture − 20cm @ SS1043 50 Hourly cumulated rain [mm] Soil Moist. (V) 45 8 10 Soil moisture [−] Precip 40 6 35 4 30 2 25 0 18/06 25/06 02/07 09/07 15/07 22/07 29/07 05/08 12/08 19/08 25/08 01/09 08/09 15/09 22/09 29/09 05/10 12/10 time (day/month) Modeled soil moisture 1043 Soil Moisture @ ST1043 0.50 0.40 soil moisture [−] 0.3 m measured 0.30 0.3 m 0.125 m 0.20 24/06 24/06 25/06 26/06 27/06 28/06 29/06 30/06 01/07 02/07 03/07 04/07 05/07 05/07 06/07 07/07 08/07 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 23.
    Adding snow melt Discharge @ La Fouly 2009 data from ST1043 4000 GEOtop no snow run off [l/s] Q measured 2000 0 27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10 time (day/month) Challange: setting initial condition on snow depth how to??? MODIS data June 27th 2009 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 24.
    Adding snow melt First attempts Discharge @ La Fouly 2009 data from all stations 4000 GEOtop no snow run off [l/s] Q measured 2000 0 27/06 03/07 10/07 16/07 22/07 29/07 04/08 10/08 17/08 23/08 29/08 05/09 11/09 17/09 24/09 30/09 06/10 13/10 time (day/month) Snow depth distribution according to topography, slope and aspect 1. Data 2. Spatial variability 3. GEOtop 4. Rainfall-run off 5.Snow melt 6.Soil moisture Lausanne Dec. 10th 2009 - Silvia Simoni
  • 25.
    Further work 1.Introducing snow melt 2. Characterizing the soil more in detail to improve soil moisture modeling 3. Comparing fluxes computed from flux tower with the ones computed by the model. 4. Investigating subsurface flows and their link with potential hazards such as debris- flows and shallow landslide. ..... Lausanne Dec. 10th 2009 - Silvia Simoni
  • 26.
    Enjoy GEOtop! snow, ice, water cycle permafrost evapo- natural transpiration, hazards energy fluxes