modeling modes of variability in carbon exchange between high latitude ecosystems and the atmosphere...
TRANSCRIPT
Modeling Modes of Variability in Carbon Exchange Between High Latitude
Ecosystems and the Atmosphere
Dave McGuire (UAF), Joy Clein (UAF), and Qianlai Zhuang (MBL)
Map Courtesy of Cath Copass
Organization of Talk
• Why is understanding carbon exchange of high latitude ecosystems important?
• Progress in modeling:- seasonal-scale exchange- interannual-scale exchange- decadal-scale exchange- century-scale exchange
• Summary
Feedbacks of Terrestrial Ecosystemsto the Earth’s Climate System
Regional Climate Global Climate
Terrestrial Ecosystems
ImpactsWater and
energyexchange
Exchange ofradiatively
active gases(CO2 and
CH4)
Delivery of
freshwater to Arctic Ocean
Global Soil Carbon Storage
Low Peatland Estimate High Peatland Estimate Non-Peatland A 1500 Pg C 1500 Pg C
High Latitude Peatland Low B 200 Pg C
High Latitude Peatland High C 450 Pg C
TOTAL Global Soil Carbon Storage
1700 Pg C 1950 Pg C
High Latitude Soil Carbon
Storage
High Latitude Non-Peatland D 400 Pg C
High Latitude Non-Peatland E 350 Pg C
TOTAL High Latitude Soil Carbon Storage
(+200 Pg C B)
550 Pg C
(+450 Pg C B)
850 Pg C
Proportion of Global Soil Carbon Storage in High
Latitudes
32%
44%
A= Schlesinger et al. (1991) B = Gorham (1990) C = Gorham (1991) D = Schlesinger et al. (1977) E = Post et al. (1985)
Strategy to Evaluate Seasonal Exchange of Carbon Simulated by Terrestrial Biosphere Models
Terrestrial models underestimate winter CO2 concentrations and drawdown CO2 too early in the spring (from Dargaville et al., 2002)
Seasonal Variability
• Winter Exchange- Does underestimate of atmospheric CO2 concentrations
in winter indicate that terrestrial ecosystem models should do a better job in representing controls over winter decomposition?
• Exchange at transition from winter to summer- Does early drawdown of atmospheric CO2 at the winter to summer transition indicate that terrestrial ecosystem should do a better job in representing consideration the effects of spring thaw on carbon exchange?
ALT (Obs.)
CO
2 [ppm]
-10
0
10MBC (Obs.) KTL (Obs.)
BRW (Obs.)
-10
0
10STM (Obs.)
F A J A O D J M M
CBA (Obs.)
F A J A O D J M M
SHM (Obs.)
F A J A O D J M M
-10
0
10 observedbaselinesnowpack
TEM
(from McGuire et al., 2000)
Effects of Snowpack on NMSDof High Latitude Stations(Wilcoxin Signed Rank Test)
CASAP = 0.0225
Base Snow
NMSD
0
2
4
6
8
10
12
AlertMould BayKotlney IslandBarrowStation MCold BayShemya
CenturyP = 0.0225
Base Snow0
10
20
30
40
50
60
TEMP = 0.0225
Base Snow0
5
10
15
20
25
30
35
40
(from McGuire et al., 2000)
(Running et al., EOS)
Coupling STM to TEM
Soil
Temperatures
at
Different
Depths
Upper Boundary Conditions
Heat Balance Surface
Snow Cover
Mosses
Frozen Ground
Thawed Ground
Frozen Ground
Lower Boundary Conditions
Heat Conduction
Heat Conduction
Heat Conduction
Moving phase plane
Moving phase plane
Lower Boundary
H(t)
Soil Thermal Model
H(t) Organic Soil
Mineral Soil
Output
Prescribed Temperature
Prescribed Temperature
Snow DepthMoss Depth
Organic Soil DepthMineral Soil Depth
Vegetation type;Snow pack; Soil moistureSoil temperature
TEM STM
Mean Net Carbon Exchange during the 1980s (Zhuang et al., 2003)
-14
-12
-10
-8
-6
-4
-2
0
2
4
6
8
10
-14
-12
-10
-8
-6
-4
-2
0
2
4
6
8
10
Barrow (BRW)Mould Bay (MBC) Station M (STM)
Niwot Ridge (NWR)Cape Meares (CMO)
-6
-5
-4
-3
-2
-1
0
1
2
3
4
5
ObservationControlSoil ThermalEffects
J F M A M J J A S O N D J F M A M J-6-5-4-3-2-1012345
J F M A M J J A S O N D J F M A M J
CO
2 [ppmv]
-6-5-4-3-2-1012345
J F M A M J J A S O N D J F M A M J
Key Biscayne (KEY) Mauna Loa (MLO) Kumukahi (KUM)
Ascension IS (ASC)Guam (GMI)Virgin Islands (AVI)
Samor (SMO) Palmer Stn (PSA) South Pole (SPO)
Cold Bay (CBA)
Month
Comparison of Observed and Simulated CO2 at Monitoring Stations
(from Zhuang et al., 2003)
Inter-annual Variability
• Climate- To what extent does variability in temperature, precipitation, and radiation influence inter-annual variability in carbon exchange?
• Disturbance- To what extent does variability in climate vs. disturbance
influence inter-annual variability in carbon exchange?
(Positive Values Indicate Carbon Release, Negative Values Indicate Carbon Storage)
Applicationof STM-TEMparameterizedfor black spruceat Taiga LTER tosimulate the Cfluxes of theNSA-OBSBOREAS site.
Field-basedestimates arebased on eddycovariancemeasurements.
Zhuang et al. 2002.
(from McGuire et al., in preparation)
CO2
Concentration
Climate(Temperature,Precipitation)
STM-TEMCarbon Pools
NPP RH
NCE
Fire Emissions
Fire regime(Severity,History)
Alaska and Canada CFLUXSTM-TEM runs July 2002
-20
-10
0
10
20
30
1960 1965 1970 1975 1980 1985 1990 1995
g C m
-2 yr
-1
CO2
CO2 + Climate
CO2 + Climate + Fire Disturbance
Uptake
Release
GAC 7/29/02 Rates weighted by area
Stations used to constrain atmospheric inversions of high latitudes
1978 1980 1982 1984 1986 1988 1990 1992 1994
Net Flux Anomaly (Pg C y
-1)
-0.50
-0.25
0.00
0.25
0.50
Alaska and Canada Carbon Flux Variability from an Atmospheric Inversion - R. Dargaville
Alaska and Canada Carbon Flux Variability from TEM
-0.50
-0.25
0.00
0.25
0.50
1978 1980 1982 1984 1986 1988 1990 1992 1994
Net Flux Anomaly (Pg C yr
-1)
Comparisonof process-basedand atmospheric approaches for Alaska-Canadaafter consideration of fire by theprocess-basedapproach
(from McGuire et al., In preparation)
Decadal Variability
• ClimateTo what extent do changes in the start and length of the growing season influence decadal changes in carbon storage? (Zhuang et al., 2003)
• DisturbanceCan responses of carbon exchange to changes in disturbance regime negate carbon storage that might be gained from longer growing seasons? (McGuire et al., in press).
Courtesy of K. McDonald
Biomass of Northern Hemisphere Ecosystemshas been Changing in Recent Decades
From Myneni et al. (2001)
(Fire in Canada became more frequent after 1970)
Cumulative Changes in Carbon Stocks for Canada from 1950-1995
-400
-200
0
200
400
600
800
1000
1960 1965 1970 1975 1980 1985 1990 1995
Tg C
CO2
CO2 + Climate
CO2 + Climate + Fire Disturbance
(from McGuire et al., in press)
Century-Scale Variability
• Will changes in vegetation distribution dominate?(McGuire and Hobbie, 1997)
• Will directional changes in disturbance regimes dominate?(Kurz and Apps, 1999; McGuire et al., in press)
• How sensitive is the response of carbon storage to how fast carbon cycles through soils? (Clein et al., 2000)
2010 2040 2070 2100
GEM
-1000-500
0500
10001500200025003000
TEMfast soil C
1920 1960 2000
-1000
-500
0
500
1000
1500
2000
2500
3000
ecosystem C soil C vegetation C
TEMreference
Change in Carbon Stocks (g C m
-2)
-1000-500
0500
10001500200025003000
Historical Projected
Cumulative Changes in Carbon Stocksfor the Toolik Lake Grid Cell
Soil carbon storage depends on the dynamics of carbon and nitrogen transformations in soils. From Clein et al. (2000)
1985-1994
2085-2094
TEM, reference TEM, fast soil C
Different representations of soil carbon transformations have different impacts on century-scale responses of carbon storage.
(from Clein et al., 2000)
Summary• Seasonal variation improved by representing insulating effects of snowpack on winter decomposition and representing freeze-thaw processes.
• Inter-annual responses to climate not well understood at large scales. At local scales responses depend on soil moisture. Need to more accurately represent hydrologic variability across the landscape.
• It is not clear whether improvement of decadal responses requires improved information on winter precipitation or requires improved snowmelt algorithms in models.
• Century-scale responses may be improved through better understanding of carbon and nitrogen transformations in soils.
• Disturbance can have strong effects on carbon storage at all time scales.