ecology and soil moisture using an oak-grass savanna as a model system for studying the effects of...

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Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange Dennis Baldocchi Siyan Ma, Naama Raz-Yaseef, Laurie Koteen, Joe Verfaillie, Trenton Franz ESPM UC Berkeley COSMOS Workshop Tucson, AZ, Dec 2012

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Page 1: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Ecology and Soil MoistureUsing an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon

Exchange

Dennis Baldocchi

Siyan Ma, Naama Raz-Yaseef, Laurie Koteen, Joe Verfaillie, Trenton FranzESPM

UC Berkeley

COSMOS WorkshopTucson, AZ, Dec 2012

Page 2: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Oak-Savanna Model System for Studying the Effect of Soil Moisture on Ecosystem Ecology

• Structure/Function– Oak and grasses provide contrasting life forms, woody/herbaceous,

perennial/annual– The Canopy is open and heterogeneous, giving us a opportunity to test the

applicability of ecosystem and biogeophysical models, mostly developed for ideal and closed canopies

• Environmental Biology– The Mediterranean climate provides distinct wet/ cool and dry/hot seasons to

examine the ecosystem response (photosynthesis, transpiration, respiration, stomatal conductance) to a spectrum of soil moisture and temperature conditions

• Global Change– The Mediterranean climate experiences great extremes in inter-annual

variability in rainfall; we experience a wider range in ppt over a few years than long-term predicted changes.

Page 3: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Tonzi Ranch Flux Tower

Page 4: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Oak-Grass Savanna: A Two Layer System

Summer:Trees green; grass dead

Spring:Trees green;grass green

Winter:Trees deciduous; grass green

Page 5: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Objectives

• Examine fluxes of water and carbon with changes in soil moisture– Role of moisture deficits– Role of Rain pulses

• Explore spatial/temporal variation of soil moisture– Temporal variation with TDR– Depth of soil with GPR– Root distribution with GPR– Soil moisture spatial patterns with EMI

Page 6: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Oak Savanna consists of Heterogeneous and Open Canopy with Low LAI (< 2.0)

Page 7: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Annual Grassland

Day

0 50 100 150 200 250 300 350

LE (

MJ

m-2

d-1

)

0

2

4

6

8

10

12

Oak Savanna Woodland, Ione, CA

Day

0 50 100 150 200 250 300 350

LE (

MJ

m-2

d-1

)

0

2

4

6

8

10

12

14

A Decade of Evaporation Measurements

Page 8: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Day

0 50 100 150 200 250 300 350

LE,

MJ

m-2

d-1

0

2

4

6

8

10

grasslandSavanna

Evaporation from an Oak Savanna > Annual GrasslandHow and Why?

Page 9: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Rcanopy (s m-1)

10 100 1000 10000

E/

Ee

q

0.00

0.25

0.50

0.75

1.00

1.25

1.50

1.75

2.00

wheatcornjack pineoak-savanna

Effects of Functional Types and Rsfc on Normalized Evaporation

Rc is a f(LAI, N, soil moisture, Ps Pathway)

Page 10: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Eco-hydrology:ET, Functional Type, Physiological Capacity and Drought

?

?

?

E/

Eeq

Page 11: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Measuring Spatial/Temporal Variation in Soil Moisture

Page 12: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Tonzi

Day

0 100 200 300

Soi

l Moi

stur

e

0.0

0.1

0.2

0.3

0.4

0.5

Hourly Sampling, Few points and Depths, Theta ProbePoor Vertical and Horizontal Sampling

Page 13: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Tonzi Ranch, 2009

Day

0 50 100 150 200 250 300 350

Vol

umet

ric S

oil M

oist

ure

(cm

3 cm

-3)

0

10

20

30

40

50

0-15 cm15-30 cm30-45 cm45-60 cm

ESI, Moisture PointMany Locations, Discrete Depths, Bi-Weekly, Manual Sampling

Page 14: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

day

0 50 100 150 200 250 300 350

Soi

l moi

stur

e (c

m3 c

m-3

)

0.0

0.1

0.2

0.3

0.4

0.5

Daily SamplingWeekly Sampling

Marry the Two Sensor Types

Calibrate Theta-Probe with Moisture PointBetter Spatio-Temporal Resolution

Page 15: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Grassland

weighted by roots (cm3 cm-3)

0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40

E/ E

eq

0.00

0.25

0.50

0.75

1.00

1.25

summer rain

Oak Savanna

weighted by roots(cm3 cm-3)

0.00 0.05 0.10 0.15 0.20 0.25 0.30

E/ E

eq

0.0

0.2

0.4

0.6

0.8

1.0

ET and Soil Water Deficits:Root-Weighted Soil Moisture

Baldocchi et al., 2004 AgForMet

Grassland

weighted by roots (cm3 cm-3)

0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40

E/ E

eq

0.00

0.25

0.50

0.75

1.00

1.25

summer rain

Oak Savanna

weighted by roots(cm3 cm-3)

0.00 0.05 0.10 0.15 0.20 0.25 0.30

E/ E

eq

0.0

0.2

0.4

0.6

0.8

1.0

Page 16: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

soil water potential (MPa)

-5 -4 -3 -2 -1 0

E/ E

eq

0.0

0.2

0.4

0.6

0.8

1.0

predawn water potentialsoil water potential

soil water potential (MPa)

-3.0 -2.5 -2.0 -1.5 -1.0 -0.5 0.0

E/ E

eq

0.00

0.25

0.50

0.75

1.00

1.25

oak savanna

annual grassland

Baldocchi et al., 2004 AgForMet

soil water potential (MPa)

-5 -4 -3 -2 -1 0

E/ E

eq

0.0

0.2

0.4

0.6

0.8

1.0

predawn water potentialsoil water potential

soil water potential (MPa)

-3.0 -2.5 -2.0 -1.5 -1.0 -0.5 0.0

E/ E

eq

0.00

0.25

0.50

0.75

1.00

1.25

oak savanna

annual grassland

ET and Soil Water Deficits:How do Trees stay Alive with such Low Water Potentials?

Root-Weighted Soil Moisture Matches Pre-Dawn Water Potential

ET of Annual Grass responds to water deficits differently than Trees

Page 17: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Days After Jan. 1, 2002

-50 0 50 100 150 200 250 300 350

volu

me

tric

soi

l moi

stur

e (c

m3 c

m-3

): 0

to

0.6

0 m

0.0

0.1

0.2

0.3

0.4

0.5

oak savannagrassland

Soil Moisture Dynamics at Oak Savanna Differ from Near by Annual Grassland

Smaller Water Reservoir Contributes to Lack of Trees

Page 18: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

How Deep is the Soil?

Trenton Franz, EMI

Page 19: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Ione, CA

End of Hydrological Year

2000 2002 2004 2006 2008 2010

Wat

er F

lux

(mm

/y)

200

300

400

500

600

700

800

900

1000

ET, Oak SavannaET, annual grasslandprecipitation

InterAnnual Variation in Water Balance

Page 20: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

ppt (mm/y)

200 400 600 800 1000

ET

(m

m/y

)

200

400

600

800

1000

grassland: ET +/- 87 mm/y; ppt +/- 170 mm/yoak savanna: ET +/- 61 mm/y

In Semi-Arid Regions, ET is Conservative:The Most ET lost, scales with Precipitation during the

Driest Years

Page 21: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

156 158 160 162 164 166

158

158.02

158.04

158.06

158.08

158.1

158.12

158.14

158.16

158.18

158.2

DOY

gro

un

d w

ate

r e

lev

ati

on

[m

]

groundwater elevation at Tonzi

G. Miller, Y. Rubin, D. Baldocchi unpublished data

Oak Trees Tap Ground Water

Page 22: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Pre-Dawn Water Potential Represents Mix of Dry Soil and Water Table

Miller et al WRR, 2010

During Summer MidDay Water Potential is Less Negative than Shallow Soil Water Potential, Evidence the Trees are tapping Groundwater

Page 23: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Where are the Roots and How Many?

Remote Sensing Coarse Roots with GPR Ground Truth with Soil Pits

Page 24: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Vertical Distribution of Roots with Ground Penetrating Radar

Raz-Yaseef et al. JGR Biogeosciences, in press

Page 25: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Radial Distribution of Coarse Roots, with Ground Penetrating Radar

Raz-Yaseef et al. JGR Biogeosciences, in press

Page 26: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

‘Soil Moisture’ Maps with EMI

Trenton Franz, U Arizona

Page 27: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Oak Savanna, 2001-2011

Day of Year

0 50 100 150 200 250 300 350

Can

opy

Pho

tosy

nthe

sis

(gC

m-2

d-1

)

-6

-4

-2

0

2

Page 28: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Interannual Variation in Net Carbon Exchange

Ione, CA

Hydrological Year

00-01 01-01 02-03 03-04 04-05 05-06 06-07 07-08 08-09 09-10 10-11

NE

E (

gC m

-2 y

-1)

-300

-200

-100

0

100

200

300

400

Oak Savanna Annual Grassland

Page 29: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Carbon Fluxes Scale with Spring Rainfall

Open Grassland

PPT3-6 (mm)

0 50 100 150 200 250 300

Ann

ual F

lux

(gC

m-2

)

-200

0

200

400

600

800

1000

1200

Savanna

PPT3-6 (mm)

0 50 100 150 200 250 300

GPP RecoNEE

Ma et al, 2007 AgForMet

Page 30: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Environmental Controls on Respiration

Soil volumetric water content (m3 m-3)

0.0 0.1 0.2 0.3 0.4

Rec

o/R

ref

0.0

0.5

1.0

1.5

2.0Fast growth period data

Rain pulse

Xu + Baldocchi, AgForMet 2004

Page 31: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Impact of rain pulse on ecosystem respiration: Fast response

Day

150 200 250 300 350

Fc

( m

ol m

-2 s

-1)

0

1

2

3

4

5

6

understoryopen grassland

Baldocchi et al, JGR, Biogeosciences, 2006

Page 32: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

274 276 278 280 282 284 286 288

-1

0

1

2

3

4

5

6

7

8

9

DOY

NE

E [

m

ol

m-2

s-1

]

Vaira 2008

Sustained and Elevated Respiration after Fall Rain

Page 33: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Synthesis and Conclusion

a: Photosynthesis >Respiration

c: Seasonal WaterDeficits Occur &

Shorten the GrowingSeason

CO2CO2

d: StomatalClosure Occursand Roots tap

Ground water toEnsure

Evaporation <Precipitation

f: Photosynthetic Capacitymust be Great, for a ShortPeriod when soil water is

ample, to Facilitate High Ratesof Photosynthesis

g: Leaf N and LeafThickness must be

adequate (high) to supportthese demands by the

Photosynthetic Machinery

e: Constraints from WaterBudget force the Ecosystemto produce a Sparse Canopywith Limited Leaf Area and

Reduced ET

20 40 60 80 100 120 140 160 180

20

40

60

80

100

120

140

160

180

200

b:Photosynthesis

scales withWater Use

Day

0 50 100 150 200 250 300 350

Cu

mu

lati

ve

Wa

ter

Flu

x, m

m

0

100

200

300

400

500

600

700

ET ppt

ET (mm d-1)

0 1 2 3 4

GP

P (

gC

m-2

d-1

)

0

2

4

6

8

10

Day0 50 100 150 200 250 300 350Vo

lum

etric

Wat

er C

onte

nt

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.05 m0.50 m

DOY

100 150 200 250 300 350V

cmax

( m

ol m

-2 s

-1)

0

20

40

60

80

100

120

140

Quercus alba (Wilson et al)Quercus douglasii (Xu and Baldocchi)

Broadleaved, Deciduous Trees

Specific Leaf Area (cm2 g-1)

60 80 100 120 140 160 180 200

Am

as

s (

nm

ol g

-1 s

-1)

0

50

100

150

200

250

300

Quercus douglasii

Page 34: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Conclusions

• Savanna woodlands need about 80 mm more water to function than nearby grasslands– Trees tap ground-water to sustain themselves during the summer

• Year to year variability in Carbon Uptake is due to length of wet season.– Oaks are risk adverse and experience less inter-annual variability in

NEE than grasslands• Photosynthesis and Respiration are tightly linked

– Oaks need high N levels to attain sufficient rates of carbon assimilation for the short growing season

• Oaks are darker, warmer and use more water than grasslands

Page 35: Ecology and Soil Moisture Using an Oak-Grass Savanna as a Model System for Studying the Effects of Soil Moisture Dynamics on Water and Carbon Exchange

Biometeorology Team

Funding: US DOE/TCP; NASA; WESTGEC; Kearney; Ca Ag Expt Station