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Gonzalo Miguez Macho Non-linear Physics Group Universidade de Santiago de Compostela Implementing hydrology (groundwater and rivers) into RAMS Gonzalo Miguez Macho, Group of non-linear Physics Universidade de Santiago de Compostela, Galicia, Spain Ying Fan (1), Chris P. Weaver (2), Robert L. Walko (3), Alan Robock (2) Departments of (1) Geology and (2) Environmental Sciences Rutgers University, New Brunswick, New Jersey, USA (3) Department of Civil and Environmental Engineering Duke University, Durham, NC , USA
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Page 1: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Implementing hydrology (groundwater and rivers)

into RAMS

Gonzalo Miguez Macho,Group of non-linear Physics

Universidade de Santiago de Compostela, Galicia, Spain

Ying Fan (1), Chris P. Weaver (2), Robert L. Walko (3), Alan Robock (2)

Departments of (1) Geology and (2) Environmental SciencesRutgers University, New Brunswick, New Jersey, USA(3) Department of Civil and Environmental Engineering

Duke University, Durham, NC , USA

Page 2: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

What does groundwater do for climate?

Page 3: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

What does groundwater do?

- redistributes soil water in space

- sustains stream flow in humid and sub-humid climate, receives loosing streams in arid climate

- temporarily holds wet-period infiltration, and later supplies dry-period evapotranspiration

1. Atmosphere

2. Soil-Vegetation 3. River Network

4. Groundwater

OceanNear Surface

Subsurface

Page 4: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

10

9

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3

2

1

0

0.50.40.30.20.10.0

Soil Water Content

Silt Loamcapillary rise 0.45meffective porosity 0.35pore-size distrib. index 1.20

10

9

8

7

6

5

4

3

2

1

0

0.50.40.30.20.10.0

Soil Water Content

Sand Loamcapillary rise 0.25meffective porosity 0.25pore-size distrib. index 3.30

10

9

8

7

6

5

4

3

2

1

0

De

pth

Belo

w L

and

Surf

ace (

m)

0.50.40.30.20.10.0

Soil Water Content

Clay Loamcapillary rise 0.90meffective porosity 0.45pore-size distrib. index 0.44

Equilibrium soil water profile above a water table at four depths (1, 2, 5, and 10m) for the three soil types in Salvucci and Entekhabi (1995).

The water table acts as a lower boundary condition for the unsaturated soil

Page 5: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Water table depth (m) measurements over the U.S.

Shallow water

tables cover large

areas of North

America.

Page 6: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Temporal Variability30

20

10

0R

ain

fall (

mm

)

3603303002702402101801501209060300

2.0

1.5

1.0

0.5

0.0

(m)

3603303002702402101801501209060300Day in 2003

1.6

1.4

1.2

1.0

0.8

0.6

(m)

270265260255250245240235230225220215210205200195190185180Day in 2003

6.0

5.0

4.0

3.0

W

ate

r T

ab

le D

ep

th

3603303002702402101801501209060300Day in 2003

6.0

5.6

5.2

4.8

4.4

W

ate

r T

ab

le D

ep

th

270265260255250245240235230225220215210205200195190185180Day in 2003

(a)

(b)

(c)

(d)

(e)

(f)

Bound Brook Hourly Precipitation Station

Morrell 1 Well (depth = 3.35m)

Readington School 11 Well (depth = 15.24m)

Readington School 11 Well (depth = 15.24m)

Morrell 1 Well (depth = 3.35m)

Bound Brook

Rainfall

Station

Readington

School 11

Well

Morrell 1

Well

Page 7: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

15

10

5

0

10 100 1000

6

4

2

0

109876543210

20151050

10 100 1000

43210

109876543210

200150100500

10 100 1000

54321

109876543210

20151050

10 100 1000654321

109876543210150100

500

10 100 1000

9

8

7

109876543210

12

8

4

0

10 100 1000

432

109876543210

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10 100 1000

432

109876543210

100

50

0

10 100 1000

5432

109876543210

120

80

40

0

10 100 1000876543

109876543210

100

50

0

10 100 1000

432

109876543210

1 Oregon

California

3 Idaho

4 Montana

5 Utah

6 New Mexico

2

7 Texas

8 Nebraska

9 Kansas

10 Louisiana

Year since 01-01-1990 Period (days)

Page 8: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

A strong annual

cycle is present at most sites,

along with even longer-term

variability.

The memory of both event-scale

and seasonal-to-interannual

variations are contained in the

groundwater record.

Page 9: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Equations:

Mass balance in groundwater storage:

Darcy’s Law for lateral groundwater flow:

Darcy’s Law for groundwater – river exchange:

Mass balance in surface water storage:

River flow routing from cell to cell to the ocean:(linear reservoir model)

rQQyRx

dt

dSn

g−+∆∆= ∑

8

1

( ) ( )∑

−= rr

rb

rbrbr Lw

b

KzhQ

snrhs QIQQ

dt

dS−++= ∑

7

1

Qs = Ss / ks

Incorporating water table dynamics into the Regional Atmospheric Modeling System (RAMS)

⋅=

∫ ⋅+∫ ⋅∞∞

s

hhwQ

nwtdwtd n dzKdzKn

n

2

Page 10: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Atmospheric model grid cell

Soil-Hydro modelgrid cell

rQQR

dt

dn −+= ∑

8

1

wtd

Recharge

Water table depth

Lateral flowDischarge to rivers

Mass balance

Land surface

Recharge4m

Water table 1

15 Soil Layers

Water table 2

Ql lateral flow

Qr river discharge

variable thickness

Page 11: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

⋅=

∫ ⋅+∫ ⋅∞∞

s

hhwQ

nwtdwtd n dzKdzKn

n

2Lateral flow

wi,j

i, j

Q1

Q2 Q3

Q4

Q5Q6

Q7

Q8

Plan view

h i,j

Mean sea level

Sg

Q8

Q4

R Qr

Cell ij

Cross section view

width of flowcross section

TransmisivityHead difference

divided by distance

conductivity

Page 12: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Surface water (rivers and lakes)

snrhs QIQQ

dt

dS−++= ∑

7

1

s

ss

k

SQ =

( )rbedwtdrcondQr −⋅=

Surface runoff

Groundwater

discharge River inflow from

neighboring cells

River outflow

Mass balance

Residence time

River

conductanceRiver bed

Page 13: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Page 14: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Simulation domain (hydro 12.5 km res., atmosphere 50 km res.)and elevation (m) for the hydro cells.

Page 15: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Initial conditions for water table depth, river flow and soil moisture

-First calculate “equilibrium water table depth” at high resolution (~1.25 km):

Start at the surface and find the depth at which the mean annual recharge compensates lateral flow (recharge estimated from VIC model 50 year simulation at 1/8º resolution).

Dry climate

Humid climate

Page 16: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

1.25 km res.

Page 17: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Page 18: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Page 19: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Topography exerts greatest influence

1.25 km res.

Page 20: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Simulation Period 1: Hydrology spin-upGroundwater + River flow: 10 yr (1987-1997), using observed Prep. and VIC estimated ET and surface runoff

1. Atmosphere

2. Soil -Vegetation 3. River Network

4. Groundwater

Ocean

P

Q

Inf

1 layer

ET

Water table

Qr to rivers

forcing

water table

response

baseflow

Example for a location in Kansas

Page 21: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Page 22: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Simulation Period 2: Unsaturated soil layers and vegetation addedGroundwater + River flow + Unsaturated Soil + Vegetation: 12 months (01-01-1997 to 12-31-1997), 60-sec step, using observed atmospheric and radiation forcing

1. Atmosphere

2. Soil -Vegetation 3. River Network

4. Groundwater

Ocean

Page 23: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Infiltration (mm)

Soil moisture (volumetric)

Water table depth (m)

Quick in learning

Slow in forgetting

Page 24: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Simulation Period 3: Evaluating the impact of the newly implemented processes. Compare to gravitational drainage or no drainage at the bottom. Atmospheric and radiative conditions from observations or reanalysis.6 months (05-01-1997 to 09-30-1997)

Groundwater

Control Run: RAMS-Hydro

3 Experiments:

Free-Drain (FD) No-Drain (ND)

Page 25: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Monthly precipitation from observations

Page 26: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Water table depth

The pattern doesn’t vary much. Water table depths oscillate (order 1m) around the equilibrium value

Page 27: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Soil moisture in the root zone (top 2m)

Soil moisture horizontal distribution resembles the water table map, even after a dry summer. Groundwater increases persistence of soil moisture conditions

Page 28: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Recharge : flux of water to or from the water table

Blue areas are regions where groundwater is supplying water to the unsaturated soil layers on top

Page 29: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Difference in root zone soil moisture: water table run – free drainage run

Run with free drain scheme is much drier in shallow water table areas

Page 30: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Difference in root zone soil moisture: water table run – no drain run

Run with no drain scheme is much wetter over extensive areas

Page 31: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Conclusions:

-Groundwater has a strong influence on near surface soil moisture distribution at continental scale.

-There is a large spatial variability in water table depth across a continent. Any uniform treatment of soil water drainage (free drain, no drain) will likely bias certain regions.

-Groundwater is quick in learning and slow in forgetting the climate forcing. This has important implications for atmospheric processes and land-surface feedbacks. Past climatic events are preserved in the subsurface and can be recalled at a later time to affect soil water fluxes and river flow.

Page 32: Implementing hydrology (groundwater and rivers) into RAMSbrams.cptec.inpe.br/~rbrams/RAMS_BRAMS_OLAM_6th_workshop/Session06/… · Implementing hydrology (groundwater and rivers)

Gonzalo Miguez MachoNon-linear Physics Group

Universidade de Santiago de Compostela

Groundwater

Control Free-Drain No-Drain

?


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