a high-resolution land model with groundwater lateral flow ... · institute of atmospheric physics,...

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Zhenghui Xie, Yujing Zeng , Shuang Liu, Junqiang Gao, Binghao Jia, Peihua Qin, Jinbo Xie The 24 th Annual CESM Workshop, June 17-19, 2019, Boulder A high - resolution land model with groundwater lateral flow, water use and soil freeze - thaw front dynamics and its applications in an endorheic basin State Key Laboratory of Numerical Modelling for Atmospheric Sciences and Geophysical Fluid Dynamics (LASG) Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing

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Page 1: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Zhenghui Xie, Yujing Zeng , Shuang Liu, Junqiang Gao,

Binghao Jia, Peihua Qin, Jinbo Xie

The 24th Annual CESM Workshop, June 17-19, 2019, Boulder

A high-resolution land model with groundwater lateral flow, water use and soil freeze-thaw front dynamics and

its applications in an endorheic basin

State Key Laboratory of Numerical Modelling for Atmospheric Sciences

and Geophysical Fluid Dynamics (LASG)

Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing

Page 2: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Outline

Motivation

Developing a land model coupled with groundwater

lateral flow, human water regulation and the

changes in soil freeze–thaw fronts

High-resolution simulations in Heihe River Basin

Summary

Page 3: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

3

On evaluation, in 2000, more than 300 billion tons of available water was

depleted by groundwater over-exploitation.

Many recent studies have shown that in some key regions, the GW

resources were rapidly depleted.

(Zou & Xie et al. 2013)

(Rodell et al. 2009)

India China

(Döll et al. 2012)USA

Available water resources depletion

Page 4: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

4

GW table declining caused by over-exploitation may reduce the soil moisture and

environmental base flow, and then induce drought and damage ecosystems.

Large-scale irrigation may modify the water and energy fluxes between the land and

atmosphere, and further influence the atmospheric circulation.

So, it’s very meaningful for us to study the effects of anthropogenic water

exploitation on water availability, ecohydrologic and climate systems.

Human water exploitation modifies the environment

and climate system

Page 5: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

5

Groundwater lateral flow (GLF) cannot be ignored

GLF shapes the pattern of groundwater resource around the world.

GLF recharges the groundwater depression cones caused by over-exploitation,

and relieves the side effects of human GW pumping.

Lateral flowLateral flow

GW depression cone

Page 6: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

6

Distribution of permafrost and seasonally frozen

ground in China (Xin Li,et al.,2008)

Distribution of permafrost and seasonally frozen

ground in Northern Hemisphere

Frozen soil:all kinds of ice-containing frozen soil at 0℃ or below 0℃。

Permafrost and seasonally frozen soil account for 24% and 30% of the land

area in the north Hemisphere, respectively;

In China, The area of frozen soil is equivalent to 72% of land surface.

Current land model didn’t describe freeze–thaw

fronts dynamics

Page 7: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

7

Current LSMs and ESMs did not consider groundwater lateral flow,

human water regulation and the changes in soil freeze–thaw fronts.

Motivitation

Developing a high-resolution land model coupled with groundwater

lateral flow, human water regulation and the changes in soil freeze–

thaw fronts

Applying the developed models to study effects of GLF and human

water exploitation on land surface processes and explore the changes

in frozen soil.

Page 8: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Outline

Motivation

Developing a land model coupled with groundwater

lateral flow, human water regulation and the

changes in soil freeze–thaw fronts

High-resolution simulations in Heihe River Basin

Summary

Page 9: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

In this study, we incorporated a quasi-3d GLF, human water exploitation and soil freeze–thaw fronts

dynamics scheme into the CLM4.5, and applied the coupled model to study the effects of both GLF and

human water exploitation on the land surface processes and soil freeze–thaw fronts dynamics.

Xie et al., 2012, JHM

Xie et al., 2018, JGR-Atmosphere

Zeng, Xie, Liu, et al, 2017, ESD

Soil Frost and Thaw Fronts Dynamics

Groundwater

lateral flow

module

Human water

exploitation

module

Water

consumption

in agriculture,

industry, and

live

Influencing water

table

human water regulation

Surfac

e

Water table

Datum plane

X

Y

Z

q

Quasi-3d groundwater

lateral flow scheme

The land model with groundwater lateral flow, human

water regulation and soil freeze–thaw fronts dynamics

Zeng, Xie, Zou, et al, 2017, Journal of Climate

Zeng, Xie, Liu, et al, 2016, JAMES

Gao,,Xie, Wang,, et al, 2019, JAMES

Page 10: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

10

0

( , ) , 0

, ,0 , , , 0

, , 0

e

h h hn Kf Kf R L x y t

t x x y y

h x y h x y x y t

K f h t h Q x y t

n

Eight Flow Direction

0.5 tan / 8w S

Two-dimension shallow water equations

Discretization

8

1

1 18 81 1

1 1

1,2, ,

n

e

n n

k kk k ke n n n n e

n nn n

wT h hhn R L

t l S

n w T w T nh i h n R i h i i N

t l S i l S i t

Parameterization

0 0

0 min

1 2 1 2 0 0 00 0

00 0 0

exp ,1

, , exp

exp exp

m m

s

zwt d zwt d

z aK K f f f

f bs

zT T T T K z T Kdz K dz K f zwt d

f

h h dzT Kdz K dz K f zwt d

f f

Model developed 1: Groundwater lateral flow scheme

(Xie et al., JHM,2012)

Page 11: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

11

Model developed 2: Human water regulation scheme

CLM4.5Exploitation

&consumption Schemes

Changes of land surface processes

Groundwater

exploitation Qg

Irrigation

Q1

Back to soil

Q1+Q2

Waste Water

α3Q3+α4Q4+α5Q5+α6Q6

RiverWell

Soil

Aquifer

Human water withdrawal&consumption Schemes

Surface water

Intake Qs

Ecosystem

Q2

Industry

Q4

Live

Q5

Public

Q6

Livestock

Q3

Net water loss

(1-α3)Q3+(1-α4)Q4+(1-α5)Q5+(1-α6)Q6

(Zeng &Xie et al., JAMES,2016)

Page 12: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

12

Estimation of human water withdrawal and consumption amount

(Zeng &Xie et al., ESD,2017)

Page 13: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Model developed 3: A two-directional freeze and thaw algorithm

(Gao & Xie et al, JAMES, 2019)

2

2

2

22

( ) ( )

f

f

f f

f

f

Dz

L

Dz

L

Dz z

L

zD L z

11 1 1

22 2 2 1

1

1

( )( )2

( )( )2

( )( )2

ii

i i i n

n

RN L z

RN L z R

RN L z R

1 10

0

1 1

1/22

1 1 12

0

1 1 1

1 0

( )( )2

2 ( ) / ( )

i if

n i f n

n n i

i i i

f i n i n i n i

n n n

f i f

zD N L z R

z R R D N L

z z z

The Stefan equation assume

all the heat is used for the

freezing or melting of

ground ice.

Soil profile is modelled as a

homogeneous medium

Use the Stefan equation

in a multi-layered system

Page 14: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

The FTFs scheme coupled with CLM4.5

14

Update FTF depths s1n+1,s2n+1

Solve heat equation to get temperature T1in+1

Solve soil water equation to get soil unfrozen water content W1in+1

Return initial soil hierarchy and update Tin+1

Given initial FTF depths

According to the FTF in the original stratification,update soil hierarchy

Phase change?

Update soil unfrozen water content Wliqn+1

Soil temperature Tin+1、soil ice Wice

n+1

Y N

n=0

Tin+1=T1i

n+1,Win+1=W1i

n+1

n=n+1

N<TY

End(Gao & Xie et al., 2017)

Page 15: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

The main calculation process in CAS-LSM and its coupling

with GLF, HWR, and FTFs

15(Xie et al., 2018,JGR)

Model soil layers Soil water and iceComputing method

for FTFs

Find 0º table

in each layer Obtain FTFs

Update soil

temperature

Soil temperature module with FTFs

Forcing datasets

Canopy interception

Surface runoff

Surface energy fluxes

Lake hydrology

Carbon and Nitrogen

Soil temperature

Soil water

Groundwater

River runoff

Calculation process in CAS-LSM

t=t+∆t

Reduce

groundwater storage

Update groundwater

levels

Groundwater levels

Calculate groundwater

lateral flux

Update groundwater

levels and storage

River routing

Evaporation and infiltration

Soil hydrology module with HWR and GLF

Read surface water use data Read groundwater use dataNet water input

Reduce river

water storage

Compute Surface runoff

Update aquifer information

Add water on top soil layer

Calculate soil water and ice

Calculate subsurface drainage

Soil temperature

Page 16: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Outline

Motivation

Developing a land model coupled with groundwater

lateral flow, human water regulation and the

changes in soil freeze–thaw fronts

High-resolution simulations in Heihe River Basin

Summary

Page 17: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Experimental design

Study domain: Heihe River Basin

Resolution:1-km

Simulation period: 1981-2013

Atmospheric forcing : ITP (Dataset

from Institute of Tibetan Research,

Chinese Academy of Sciences)

Three runs:

EXP1 (Only GLF was included)

EXP2 (GLF + HWR)

EXP2 (GLF + HWR + FTFs)

17

Page 18: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Validation 1:groundwater observations from wells

18

If the GLF is not accounted,

the modeled water table in

the middle stream is

obviously deeper than it is

in the observations.

After the GLF was

incorporated, in the EXP1

and EXP2 simulations. the

modeled results were much

closer to the observations

than they are in the control

simulation.

Page 19: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

SH

LH

Gro

un

d T

We compared our modeled results of sensible heat flux, latent heat flux and ground

temperature with observations from several flux stations.

Arou station Gobi station Luodi station

Validation 2:observation from flux towers

19

Page 20: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

20

In the EXP1 simulation, we can see that the evapotranspiration in middle

reaches of the basin is very weak.

In the EXP2 simulation, we can identify some areas with strong

evapotranspiration in the middle reaches caused by the irrigation.

This high-value regions can also be identified in the remote sensing data.

Validation 3:remote sensing data of ET

Page 21: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Validation 4:FTFs

Soil freeze–thaw fronts

We compared observed and simulated daily soil frost and thaw front depths at

Hulugou site in the Heihe River Basin from 2011 to 2012.

21

Page 22: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Validation 4:FTFs

We compared the spatial distribution of the permafrost in the Heihe River Basin.

22

Page 23: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

23

Spatial distribution of the climatologic states for the depths

of FTFs and ground temperature

Page 24: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

24

Interannual variations in frozen soil

permafrost areas

natural seasonally

frozen areas

human-dominated areas

Page 25: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

25

Interannual variations in land-atmosphere exchange over the

permafrost zone.

precipitation evapotranspiration

latent heat flux sensible heat flux

carbon use efficiency net ecosystem exchange

Page 26: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

26

Interannual variations in land-atmosphere exchange over the

human-dominated zone

26

precipitation evapotranspiration

latent heat flux sensible heat flux

carbon use efficiency net ecosystem exchange

Page 27: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Outline

Motivation

Developing a land model coupled with groundwater

lateral flow, human water regulation and the

changes in soil freeze–thaw fronts

High-resolution simulations in Heihe River Basin

Summary

Page 28: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

28

Brief summary

We developed a land model coupled with a high-resolution scheme of

groundwater lateral flow, human water regulation and the changes in

soil freeze–thaw fronts. The developed model performed well in site

validation in Heihe River Basin.

Based on the developed model, we preliminarily explored the impacts of

groundwater lateral flow and some human activities on land processes

from the perspectives of regional scales.

Also we give the distribution of permafrost and seasonally frozen

ground and revealed the changes in soil freeze–thaw fronts.

Groundwater lateral flow can essentially change the groundwater table

pattern and influence other related land processes, even the spatial

distribution precipitation and wind field.

Page 29: A high-resolution land model with groundwater lateral flow ... · Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing ... and applied the coupled model to study

Thanks for your attention!

http://www.lasg.ac.cn/staff/xie/[email protected]