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Oaks/Grass Savanna AmeriFlux Site in California Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16, 2017

Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

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Page 1: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Oaks/GrassSavannaAmeriFluxSiteinCalifornia

DennisBaldocchiSiyanMaandJoeVerfaillie

UniversityofCalifornia,Berkeley

ECOSTRESSMee?ng,UCDavis,May16,2017

Page 2: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Objec?ves

•  GiveOverviewofResourcesandMetadata•  Reportonfindingsfrom16+yearsofcon?nuouscarbon,waterandenergyfluxesmeasuredoverOaksavannaandannualgrassland

Page 3: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

TonziRanch,US-Ton,AmeriFluxTower

Page 4: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Dis?nctWetandDryPeriods,toStudyEffectsofVaryingSoilMoistureonCarbonandWaterExchangeExperienceswiderangeofTemperature(0-40C),tostudyeffectsofWarmingonEcosystemProcessesExperienceswiderangeofAnnualPrecipita?on(300-1000mm),tostudynon-lineareffectsofrainfallonecosystemmetabolismOpenStructureChallengesassump?onsofSimpleBig-LeafModels

OakSavannaisPerfectLaboratoryforStudyingEcosystem-ClimateInterac?ons

Page 5: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Camp Pardee

ppt mm

200 400 600 800 1000 1200

Cou

nt

0

2

4

6

8

10

12

14

16

18

20

InterannualVariabilityofRainatTonzi/VairaRanches

We’veExperiencedAverageandExtremelyWetandDryYearsoverthepast16years2012/13weredrybutweexperiencedDryyearsbeforeOaksareadaptedtodryyearsandcansurvive2dryyearsinarow.Whatabout3dryyearsinarow?Theytendtooccurrarely.

Ione, CA

End of Hydrological Year

2000 2002 2004 2006 2008 2010 2012 2014 2016

Pre

cipi

tatio

n (m

m/y

)

300

400

500

600

700

800

900

1000

savanna

Page 6: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Griffin+Anchuka?s,2015GRL

Page 7: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Liu,Y.,M.J.Hill,X.Zhang,Z.Wang,A.D.Richardson,K.Huiens,G.Filippa,D.D.Baldocchi,S.Ma,J.Verfaillie,andC.B.Schaaf.2017.UsingdatafromLandsat,MODIS,VIIRSandPhenoCamstomonitorthephenologyofCaliforniaoak/grasssavannaandopengrasslandacrossspa?alscales.AgriculturalandForestMeteorology237–238:311-325.

Page 8: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

ModisOperandi

•  DirectCarbon,WaterandEnergyFluxMeasurementswithEddyCovariance

•  Spa?alUpscalingwithRemoteSensing–  TerrestrialandAirborneLIDAR,IKONOS(1-4mresolu?on)

•  TemporalUpscalingwithDigitalCamerasandVegIndices–  PhenologyandDynamicsofLeafAreaIndex

•  Mechanis?cUnderstandingofEcophysiologicalProcesses–  UnderstoryeddyfluxsystemandsoilCO2probesforfluxpar??oning–  EcosystemModeling,CANOAK-3D–  PhysiologicalMeasurementsofPre-DawnWaterpoten?aland

photosynthe?ccapacity,TRY–  Soilmoisturenetworks,COSMOS,SMAP,ISMN–  RootandSoilDepth,withGPR

Page 9: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

EddyFluxInstrumenta?on

3dSonicAnemometerNonDispersiveInfraredGasSpectrometerforCO2andH2O

Page 10: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

EddyCovariance

F w c= ' '

Mean

Fluctuation

Page 11: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

RepositoryofRemoteSensingData•  Ikonos:07/22/2001•  Avris:2005,2006,2009•  CASI:•  AirborneLIDAR:2003,2009•  TerrestrialLidar:2014•  MODISTimeSeries…•  UpwardLookingDigitalCamera?meseries:2006-•  LED/NDVI?meseries:2006->•  HighResolu?onspectralreflectance?meseries(2006-)•  UnderstoryTramSystem(PARandRninx):2006-2015•  Tower-basedDigitalWebCamera:2005->

Page 12: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

TonziRanchOakSavanna,nearIone

IKONOS

Page 13: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

CanopyStructure:LaserAl?meterData

Chenetal

Page 14: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

LIDAR Measurements of Tree HeightOak Savanna, Ione, CA

Tree Height, m

0 10 20 30 40 50 60

pdf

0.0

0.1

0.2

0.3

0.4

2003, ave ht = 9.62 m2009, ave ht = 10.64 m

LIDAR, Oak Savanna, Ione, CA

Crown Diameter, m

0 5 10 15 20 25 30pd

f0.00

0.02

0.04

0.06

0.08

0.10

0.12

0.14

0.16

0.18

2003: 8.06 m 2009: 8.79 m

Page 15: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Belandetal

Page 16: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

MonitorSurfacePhenologywithaSuiteofOp?calSensors

LEDNDVISensor

FluxTowerwithDigitalCamera

Hyper-spectralspectrometerUpwardLookingCamera

Page 17: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

GapFrac?onPhenologywithUpwardLookingCamerasunderOakSavanna

CanDetectStartandEndofGrowingSeasonwithPrecision

Page 18: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

SoilDepthwithGroundPenetra?ngRadar

Raz-Yaseefetal,2013JGRBiogeoscience

Page 19: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Roots!

Page 20: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Oak Savanna 2005

Day

0 50 100 150 200 250 300 350 400

Soi

l Moi

stur

e ( c

m3/

cm3)

0

10

20

30

40

50

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

SeasonalityofSoilMoisture

Page 21: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

MonitoringDepthtoGroundWater

Maetal.2016AgForMetMilleretal,2010,WRR

Page 22: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Day

100 120 140 160 180 200 220 240 260 280

Vcmax

0

20

40

60

80

100

120

140

SeasonalityofPhotosynthe?cCapacity

Page 23: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

InterannualVariabilityofNetEcosystemCarbonExchange

VairaRanch

TonziRanch

GrasslandisCarbonNeutral,aslightsource:27gCm-2y-1SavannaisamodestSink,:-157gCm-2y-1

Ione, CA

Hydrological Year

2000 2002 2004 2006 2008 2010 2012 2014 2016 2018

NE

E (g

C m

-2 y

-1)

-300

-200

-100

0

100

200

300

SavannaGrassland

Page 24: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

EffectofDrought

2013wasNormalun?laboutD120,thenSystemshutdown,Physiologically

Savanna

Day

0 50 100 150 200 250 300 350

NE

E (g

C m

-2 d

-1)

-4

-2

0

2

4NEE Ave (2001-2013)2013

Page 25: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Varia?oninGrossPrimaryProduc?vity

Savanna(1060gCm-2y-1)wasmoreproduc?ve,by40%,thantheGrassland(665gCm-2y-1)

Ione, CA

Hydrological Year

2000 2002 2004 2006 2008 2010 2012 2014 2016

GP

P (g

C m

-2 y

-1)

400

600

800

1000

1200

1400

1600

Savannaannual grassland

Page 26: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Varia?oninEcosystemRespira?on

The‘cost’ofamoreProduc?veSystem

Ione, CA

Hydrological Year

2000 2002 2004 2006 2008 2010 2012 2014 2016

Rec

o (g

C m

-2 y

-1)

400

600

800

1000

1200

1400

oak savannaannual grassland

Page 27: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

RainandEvapora?on SavannaET:404+/-64mmy-1AnnualGrassET:323+/-26mmy-1ppt:542+/-173mmy-1

Ione, CA

End of Hydrological Year

2000 2002 2004 2006 2008 2010 2012 2014 2016

Wat

er F

lux

(mm

/y)

200

300

400

500

600

700

800

900

1000

savannagrasslandprecipitation

Page 28: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

On-GoingWork

WorkCon?nuesatpartofAmeriFluxandFLUXNETnetworksUseTerrestrialLidartoCharacterizeCanopyandApply3-dModelstoSimulateLight,carbonandWaterExchangeCollabora?ngwithCOSMOSandSMAPprojectsTodetectsoilmoisturedynamicswithremoteSensingandmicrowavebandradarDataareWidelyUsedinValida?ngModels,RemoteSensingProductsandCrossSiteSyntheses

Page 29: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,
Page 30: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

LifeasaBlueOak:FirngthroughtheEvolu?onaryEye

oftheNeedle

Page 31: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Savanna vs Grassland

Savanna

400 600 800 1000 1200 1400 1600

Gra

ssla

nd

300

400

500

600

700

800

900

1000

1100

GPP; r2 = 0.53Reco; r2 = 0.72Plot 1 Regr

CarbonFluxesattheSavannaandGrasslandareinSynch

Page 32: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

Year to Year Changes in Productivity

dGPP (gC m-2 y-1)

-600 -400 -200 0 200 400 600

dRec

o (g

C m

-2 y

-1)

-400

-200

0

200

400

600SavannaAnnual GrasslandPlot 1 RegrCoefficients:

b[0] 18.51b[1] 0.658r ≤ 0.727

YearsthatPromoteProduc?vity,rela?vetothePrioryearComeattheCostofMoreRespira?on,

AndViceVersa

Page 33: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

ClimateTrends:Pardee,CA

TemperatureIncreasedbyabout1.25Cover60Years

Precipita?onisHighlyVariableandNeartheBorderlinetoSustainForestsvsGrass

Camp Pardee

Year

1920 1940 1960 1980 2000 2020

Tair

(c)

14.5

15.0

15.5

16.0

16.5

17.0

17.5

18.0

18.5

Camp Pardee

Year

1920 1940 1960 1980 2000 2020

annu

al P

reci

p (m

m)

0

200

400

600

800

1000

1200

mean: 518 mmstddev: 193

Page 34: Dennis Baldocchi Siyan Ma and Joe Verfaillie University of ... · Dennis Baldocchi Siyan Ma and Joe Verfaillie University of California, Berkeley ECOSTRESS Mee?ng, UC Davis, May 16,

-124 -123 -122 -121 -120 -119 -118 -117 -116 -115Longitude

33

34

35

36

37

38

39

40

41

42

Latit

ude

Quercus douglasii Range

FieldSites,nearIone

BlueOakRange