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ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay 1 Brent E. Ewers 2 Eric L. Kruger 3 Jonathan Adelman 2 Mike Loranty 1 Sudeep Samanta 3 1 SUNY at Buffalo 2 University of Wyoming 3 UW- Madison NSF Hydrologic Sciences EAR-0405306 EAR-0405381 EAR-0405318
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ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

Jan 04, 2016

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Page 1: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Reference canopy conductance through space and time:Unifying properties and their conceptual basis

D. Scott Mackay1 Brent E. Ewers2 Eric L. Kruger3

Jonathan Adelman2 Mike Loranty1 Sudeep Samanta3

1SUNY at Buffalo 2University of Wyoming 3UW-Madison

NSF Hydrologic Sciences EAR-0405306EAR-0405381EAR-0405318

Page 2: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Problem

• Prediction of water resources from local to global scales requires an understanding of important hydrologic fluxes, including transpiration

• Current understanding of these fluxes relies on “center-of-stand” observations and “paint-by-numbers” scaling logic

• Spatial gradients are ignored, but this is an unnecessary simplification

• New scaling logic is needed that includes linear or nonlinear effects of spatial gradients on water fluxes

Page 3: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Why is canopy transpiration important to hydrology?W

ate

r F

lux

(Sa

p fl

ux

or

12

2m

WL

EF

) (m

m/d

ay)

0.0

1.0

2.0

3.0

4.0

5.0

2001

VPD (KPa)

0.0 0.5 1.0 1.5 2.00.0

1.0

2.0

3.0

4.0

5.0WLEF 122m eddy covarianceAggregated sap flux

R2=0.88

R2= 0.65

2000

R2 = 0.79

R2 = 0.91

Average annual precipitation:800 mm

Growing season precipitation:300-500 mm

Growing season evapotranspiration:350-450 mm

Canopy transpiration (forest):150-200 mm

Canopy transpiration (aspen):300 mm

Ewers et al., 2002 (WRR)Mackay et al., 2002 (GCB)

Page 4: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Assumptions

• Transpiration is too costly to measure everywhere, and so appropriate sampling strategies are needed

• The need for parameterization (e.g., sub-grid variability) will never go away

• Both forcing on and responses to transpiration are spatially related (or correlated), but this correlation is stronger in some places

• Human activities may increase or decrease this correlation

Page 5: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Transpiration[mm (30-min) –1]

0 .05 .1 .15 .2

What if we increase edge effects?

Center-of-StandBasis

Spatial Gradient Basis

Page 6: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Why is Transpiration a Nonlinear Response?

RelativeResponse

Relative water demand

StomatalConductance (Jarvis, 1980;

Monteith, 1995)

Transpiration (No stomata) “hydraulic failure”

ReferenceConductance

Transpiration (With Stomata) “prevents hydraulic failure”

Prevention of hydraulic failure is a key limiting factor for carbon gain and nutrient use by woody plants.

Page 7: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Conceptual Basis of Spatial Reference Conductance

GS = GSref – mlnD m = 0.6GSref

(Oren et al., 1999)

GSref1 2 3

0

30

60

90

120

150

D

GS

Gsref

m = d

d ln

- G

D

S

m

EnvironmentalGradient

Canopy stomatal controlof leaf water potential

Hydraulic“Universal” line

Mapping from spatial domain into a linear parameter domain

Page 8: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

0

0.4

0.8

1.2

0 0.5 1 1.5 2

G Sref (mm s-1)

m [mm s-1

ln(kPa)-1]

red pine

aspen

sugar maple

alder

cedar

slope = 0.6

y = 0.601x - 0.022

R2 = 0.96

0

0.4

0.8

1.2

0 0.5 1 1.5 2

G Sref (mm s-1)m

[m

ms

-1 ln

(kP

a)-1

]

Mackay et al., 2003 (Advances in Water Resources)

Page 9: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Hypothesis 1

• GSref varies in response to spatial gradients within forest stands, but the relationship between GSref and m remains linear

• Note that 1/D 1- 0.6ln(D) for 1 ≤ D ≤ 3 kPa; error is maximum of 16% at 2 kPa

• Thus many empirical stomatal conductance models are applicable, but discrepancies will occur at moderate mid-day D when it is hydrologically most relevant

Page 10: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

ChEAS, HC 2001

Q0

(m

ol m

-2s-1

)

0

500

1000

1500

2000

D (

kPa)

0.0

0.5

1.0

1.5

2.0

2.5Q0

D

Julian Day

188 190 192 194

EC (

mm

30-

min

-1)

0.00

0.05

0.10

0.15

0.20ModelMeasured

A. saccharumA

B

Page 11: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

ChEAS, WC 2001

Q0

(m

ol m

-2s-1

)

0

500

1000

1500

2000

D (

kPa)

0.0

0.5

1.0

1.5

2.0

2.5Q0

D

Julian Day

194 196 198 200

EC (

mm

30-

min

-1)

0.00

0.05

0.10

0.15

0.20ModelMeasured

A. saccharumA

B

Page 12: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Julian Day

194 196 198 200

EC (

mm

30-

min

-1)

0.00

0.05

0.10

0.15

0.20ModelMeasured

ChEAS, SV 2001

Q0

(m

ol m

-2s-1

)

0

500

1000

1500

2000

D (

kPa)

0.0

0.5

1.0

1.5

2.0

2.5Q0

D

A. saccharumA

B

Page 13: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

S

SS QQ

QDgg 1max

Hydraulic constraint

Light sensitivity

Some model realizations follow hydraulic theory

Best dynamic response

Agricultural and Forest Meteorology (in review)

Page 14: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

These models preserve plant hydraulics and represent the regional variability for Sugar maple

Agricultural and Forest Meteorology (in review)

Page 15: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Aspen flux study, northern Wisconsin

Wetland

Transition

Upland

X – sample pointX - Aspen

Funded by NSF Hydrological Sciences

Page 16: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

ChEAS, Aspen, August 3, 2004

0

20

40

60

80

100

120

0 20 40 60 80 100 120 140 160 180

Simulated G Sref (mmol m-2 s-1)

Sim

ulat

ed m

(m

mol

m-2

s-1

kP

a-1)

WetlandTransitionalUplandm = 0.6Gsref

Aspen Restricted Simulations

Funded by NSF Hydrological Sciences

Page 17: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Lodgepole pine study, Wyoming

A1, riparian zone

Row 4, lower slope

Row 5, mid-slope

Row 6, mid-slope

Row 7, mid-slope

Row 8, upper slope

X – sample pointX – Lodgepole pine

Page 18: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Wyoming, Lodgepole Pine, August 25, 2004

0

10

20

30

40

50

60

Simulated G Sref (mmol m-2 s-1)

Sim

ula

ted

m (

mm

ol m

-2 s

-1 k

Pa

-1)

A1Row 4Row 5Row 6Row 7Row 8m = 0.6 Gsref

0

10

20

30

0 10 20 30 40 50 60 70 80 90

Simulated G Sref (mmol m-2 s-1)

So

il m

ois

ture

(%

)

A1, riparian zone

Row 4, lower slope

Row 5, mid-slope

Row 6, mid-slope

Row 7, mid-slope

Row 8, upper slope

Basal area crowding

Lodgepole Pine Restricted Simulations

Page 19: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

ReferenceCanopyConductance

Water availability Indexlow

high

low

high

xeric mesic

HydraulicConstraintIndex

Summary of Ecohydrologic Constraints

high low

Page 20: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Hypothesis 2

• Variation in leaf gS within and among species and environments is positively related with leaf nitrogen content and leaf-specific hydraulic conductance

• The relative response of gSmax to light intensity (Q) is governed in large part by leaf, and this dependence underlies stomatal sensitivity to D

– Corollary i: gS will increase with increasing Q until it reaches a limit imposed leaf, which for a given leaf is mediated primarily by D

– Corollary ii: The limit imposed on relative stomatal conductance (g/gSmax) by leaf (relative to the threshold linked to runaway cavitation, crit) is consistent within and among species

Page 21: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Hypothesis 3

• The model complexity needed to accurately predict transpiration is greater in areas of steep spatial gradients in species and environmental factors

• Model complexity (e.g. number of functions, non-linearity) should be increased when absolutely necessary, and it should subject to a penalty

• We should gain new knowledge whenever we are forced to increase a model’s complexity

Page 22: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005

Page 23: ChEAS 2005 D.S. Mackay June 1-2, 2005 Reference canopy conductance through space and time: Unifying properties and their conceptual basis D. Scott Mackay.

ChEAS 2005 D.S. Mackay June 1-2, 2005