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J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against FLUXNET flux data
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J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Mar 30, 2015

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Page 1: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

J. Ogée – N. Viovy – P. Friedlingstein – P. CiaisG. Krinner – N. deNoblet

J. Polcher (IPSL)

Evaluation of the globalbiospheric model ORCHIDEEagainst FLUXNET flux data

Page 2: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

ORCHIDEESECHIBA

energy & water cyclephotosynthesis

t = 1 hour

LPJspatial

distributionof vegetation(competition, fire,…)t = 1 year

STOMATEvegetation & soil carbon

cycle(phénologie, allocation,

…)

t = 1 day

NPP, biomass,litterfall

vegetation types

LAI,roughness,

albedo

soil water,surface temperature,

GPP

Global biospheric model ORCHIDEE

rain, température, humidity,incoming radiation, wind, CO2

meteorological forcing

sensible & latent heat fluxes, CO2 flux, net

radiation

output variables

prescribed vegetation

vegetation types

Page 3: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

ORCHIDEE

General framework for model evaluation

FluxNet

rain, température, humidity,incoming radiation, wind, CO2

meteorological forcing

vegetation types, latitude/longitude

prescribed parameters

sensible & latent heat fluxes, CO2 flux, net

radiation“modelled” fluxes “measured” fluxes

VALIDATION

Page 4: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

FluxNet Network

More than 140 sites across the world (mainly N. Hemisphere)

Page 5: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Sites used hereCode Site name Location Description and comments Altitude selected years Age

Boreal deciduous broad- leaf forest (DBF)

GU Gunnarsholt 63°50N 20°13W with 30% C3 grass 78 1996-1998 5Boreal deciduous needle- leaf forest (DNF)

YK Yakutsk 62°15N 129°37E 225 2001 100-160Boreal evergreen needle- leaf forest (ENF)

FL Flakaliden 64°07N 19°27E 225 1996-1998 31HY Hyytiala 61°51N 24°17E with 30% C3 grass 170 1996-2000 35NB BOREAS NSA-OBS 55°52N 98°28W boreal mixed f orest (70% ENF, 30% DBF) 259 1994-1998 oldNO Norunda 60°05N 16°13E 45 1996-1998 100C3 agriculture

PO Ponca city 36°46N 97°08W 310 1997 _C3 agriculture

BV Bondville 40°00N 88°18W 300 1997-1999 _C3 grass

LW Little Washita 34°57N 97°59W 30-60 1997-1998 _UP Upad 70°16N 148°53W tundra (50% bare soil, 50% C3 grass) 5 1994 _C4 grass

FI FI FE 39°07N 95°29W 320-450 1987 _SH Shidler 36°56N 96°41W 350 1997 _Temperate deciduous broad- leaf forest (DBF)

HE Hesse 48°40N 7°04E 300 1996-2000 30HV Harvard Forest 42°32N 72°11W temperate mixed f orest (70% DBF, 30% ENF) 180-490 1992-1999 90SO Soroe 55°29N 11°38E 40 1997-1999 78VI Vielsam 50°18N 6°00E temperate mixed f orest (70% DBF, 30% ENF) 450 1996-1998 60-90WB Walker Branch 35°57N 84°17W temperate mixed f orest (80% DBF, 20% ENF) 365-380 1995-1998 58Temperate evergreen broad- leaf forest (EBF)

CP Castelpoziano 41°45N 12°22E with 30% bare soil 3 1997-1998 50SKo Sky Oaks (old) 33°22N 116°37W with 20% C4 grass 1420 1997-2000 78SKy Sky Oaks (young) 33°22N 116°37W with 20% C4 grass 1420 1997-2000 4Temperate evergreen needle- leaf forest (ENF)

AB Aberf eldy 56°36N 3°48E with 10% C3 grass 340 1997, 1998 14BR Brasschaat 51°19N 4°31E temperate mixed f orest (60% ENF, 40% DBF) 16 1996-1998 67BX Bordeaux 44°43N 0°46W with 30% C3 grass 60 1997-1998 30LO Loobos 52°10N 5°44E with 20% C3 grass 25-52 1996-2000 80ME Metolius 44°27N 121°33W 1310 1996-1997 90TH Tharandt 50°58N 13°34E with 20% C3 grass 380 1996-2000 140WE Weiden Brunnen 50°10N 11°53E with 20% C3 grass 765-780 1996-1999 40Tropical evergreen broad- leaf forest (EBF)

MA Manaus 2°36S 60°07W 120 1996 _

i.e. 31 sites, nearly 100 years of data

Page 6: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Meteorological forcing

« Gap-filling » method = use of daily data from:- global radiation: ECMWF ERA-15 analysis- other: closest weather station

Tmax

Tmin

time

tem

pera

ture

Page 7: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Site history

Hypothesis = ecosystems « in equilibrium »

mineral soil

seeded (according to

prescribed vegetation

distribution)

[C] = 0 [C] 0 [C] 0250 yrs N yrs

organic soil

ecosystem equilibrium

reached

NEEmod = 0

correction to account for measured

sink

N yrs of meteorological forcing

Page 8: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

10-day bin-averaged fluxes (Tver forest)

H(W m-2)

LE(W m-2)

NEE(µmol m-2 s-1)

Rn

(W m-2)

ORCHIDEE EC measurements

Page 9: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Daily and accumulated fluxes (Tver forest)

ORCHIDEE EC measurements

H(MJ m-2)

LE(MJ m-2)

NEE(gC m-2)

Rn

(MJ m-2)

Page 10: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Seasonally (JJA) bin-averaged diurnal cycles

H(W/m2)

LE(W/m2)

Rn

(W/m2)

ORCHIDEE

EC measurements

NEE(µmol/m2/

mth)

Page 11: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Bin-averaged seasonal cycles

H(MJ/m2/mth)

LE(MJ/m2/mth)

NEE(gC/m2/mth)

Rn

(MJ/m2/mth)

ORCHIDEE

EC measurements

Page 12: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Forêts tempérées vs. autres PFTs

ORCHIDEE pas trop mal sur les forêts tempéréessauf les écosystèmes méditétannéens

Page 13: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Quelques résultats de PILPS Carbone

Page 14: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Slope/intercept and RMSE unsys/sysFor the different models (3 hourly fluxes)

Page 15: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Index of agreement for all models

Page 16: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

Modeled and simulated carbon net sink In 1997 and 1998

Page 17: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

CLASS-MCM CLASS-UAORCHIDEE-1 ORCHIDEE-2SWAP IBIS

Annual NEE (Kg C m-2 y-1)

MC AVIM

CLASS-MCM CLASS-UAORCHIDEE-1 ORCHIDEE-2IBIS

Annual GPP (Kg C m-2 y-1)

Page 18: J. Ogée – N. Viovy – P. Friedlingstein – P. Ciais G. Krinner – N. deNoblet J. Polcher (IPSL) Evaluation of the global biospheric model ORCHIDEE against.

CLASS-MCM CLASS-UAORCHIDEE-1 ORCHIDEE-2SWAPIBIS

VISA

Total Soil carbon (Kg C/m-2)

MCAVIM

CLASS-MCM CLASS-UAORCHIDEE-1 ORCHIDEE-2SWAPIBIS

VISA

Total living biomass (Kg C/m-2)

MCAVIM