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Climate change scenarios in the sub- Climate change scenarios in the sub tropical Brazil: possible adaptations th hR h dD l t f through Research and Development of crop germplasm Dr. Santiago Vianna Cuadra, Ph.D ([email protected]) Embrapa Temperate climate, Embrapa

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Page 1: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate change scenarios in the sub-Climate change scenarios in the subtropical Brazil: possible adaptations

th h R h d D l t fthrough Research and Development of crop germplasmp g p

Dr. Santiago Vianna Cuadra, Ph.D ([email protected])

Embrapa Temperate climate, Embrapa

Page 2: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

EMBRAPA B ili A i lt l R h AEMBRAPA - Brazilian Agricultural Research Agency

Embrapa Temperate climate, Embrapa

Pelotas-RS (31°40’S; 52°26’W)Pelotas-RS (31 40 S; 52 26 W)

Professional preparation:

Atmospheric Science, B.S. 2003.

Atmospheric Science, M.S. 2005.

Agrometeorology, Ph.D. 2010.

Appointments

2010-2012. Associate Professor; CEFET/RJ.

2012-Present. Embrapa.

Page 3: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

DriversDrivers

7500

Carbon Emission by Fossil Fuel (red) andLand Use Change (Black)

4500

5500

6500

gC.y

ear-

1

500

1500

2500

3500Tg

-500

500

1850 1870 1890 1910 1930 1950 1970 1990Year

Page 4: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change - GLOBALClimate Change - GLOBAL

Evidences: Berkeley Earth TeamEvidences: ySurface Temperature trends

Page 5: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change - REGIONALClimate Change - REGIONAL

Evidences: •Cold nights: Percentage of days with Tmin 10th percentile %Evidences: g g y p•Warm nights: Percentage of days with Tmin 90th percentile %

Page 6: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change - LOCALClimate Change - LOCAL

Evidences:Evidences:» Minimum Temperature trend over Pelotas (Embrapa’s Station)

Page 7: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change and the AgricultureClimate change mitigation and adaptation

Climate Change and the Agriculture

Mitigation (of climate change) Adaptation

A human intervention to reduce the sources or Initiatives to reduce theA human intervention to reduce the sources or enhance the sinks of greenhouse gases (GHG).

Initiatives to reduce the vulnerability of natural and human systems against actual or expected climateactual or expected climate change effects.

Driver (Climate Change) Mitigation Adaptation

Page 8: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change MitigationClimate Change MitigationMitigation: Embrapa supports the “Program for Low Carbon Agriculture (ABC)”(ABC)Goals: promote the adoption of technologies that reduce GHG emissions in agriculture

Ex. No-Tillage System •Minimizes fossil fuel use•Increase soil C

Page 9: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change MitigationClimate Change MitigationMitigation: ex. Conventional tillage and minimum tillage technologies adopted by southern Brazilian farmerstechnologies adopted by southern Brazilian farmers.

Page 10: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change MitigationClimate Change MitigationMitigation: Reduce fossil fuel use

Biofuel: Ethanol & Biodiesel

•Ethanol of first generation •Ethanol of second generationSugarcane Sugarcane

Sucrose Bagasse

Rice (giant) Rice

Starch Husk/straw

Page 11: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm

January Annual JulyJanuary Annual July

Climate Over Brazil - Precipitation

Page 12: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm

January (max) Annual (avg) July (min)

Ex. Potato breeding for tropical and subtropical ecosystems of Brazil

January (max) Annual (avg) July (min)

Climate Over Brazil - Precipitation

Page 13: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm

Land available for agriculture expansion

140

Permanent crops Temporary cropsRangelands Pastureland

80100120140

Use

(M h

a)0

204060

Land

Year

AgricultureYear

Page 14: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm (Embrapa Temperate climate)

PEACH :• Low need for chilling and heat tolerance in early flowering

PEACH (greenhouses) PEACH (fungal disease)

g• Identify sources of resistance to the fungal disease (e.g., Monilinia fructicola)

PEACH (greenhouses) PEACH (fungal disease)

Contact: Maria Do Carmo Bassols Raseira <[email protected]>Bernardo Ueno <[email protected]>

Page 15: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm (Embrapa Temperate climate)

PEACH (greenhouses):Pistil abortion after occurrence of high

Blackberry (greenhouses) :From left to right: fruits from plants grown in the field, plants kept at 20 oC, and plants subjected

t 29 C f 10 dPistil abortion after occurrence of high temperature (Temperature > 29 oC, during

July ) at flower bud swelling stage.

to 29 oC for 10 days.

Contact: Maria Do Carmo Bassols Raseira <[email protected]>Bernardo Ueno <[email protected]>

Page 16: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm (Embrapa Temperate climate)

STRAWBERRY: • P

STRAWBERRY (hydroponic production in greenhouses)STRAWBERRY (hydroponic production in greenhouses)

Contact: Luis Eduardo Correa Antunes <[email protected]>Carlos Reisser Junior <[email protected]>

Page 17: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm (Embrapa Temperate climate)

POTATO : • Application of DNA-markers for d l t f d ht t l t t t

POTATO (greenhouses) POTATO (drought tolerance)

development of drought tolerant potato germplasm

POTATO (greenhouses) POTATO (drought tolerance)MSTT (g/plant)

Genotype Spring Fall Averag. CV (%)

Control Dry Control DryAgata 20 41b 0 62c 12 72bcd 7 41cde 10 10c 81 3Agata 20,41b 0,62c 12,72bcd 7,41cde 10,10c 81,3Ana 0,29b 0,12c 29,55a 24,95b 18,23b 114,6Atlantic 24,99ab 5,56b 8,84cd 6,08cde 10,06c 80,9Baronesa 17,54b 1,42c 7,00cd 4,31de 6,93cd 92,9C2337-06-02 0,00b 0,00c 16,72bc 12,13cde 9,62c 118,4C2360-07-02 4,64b 0,00c 34,77a 47,56a 28,22a 106,3, ,CIP388615 0,65b 0,09c 16,01bc 14,58bcd 10,32c 110,3Caesar 0,11b 0,46c 1,66d 1,98e 1,31d 86,2Clara 46,53a 10,34a 23,54ab 17,32bc 23,10ab 64,2Desiree 15,06b 0,81c 12,46bcd 9,10cde 9,83c 66,2Macaca 9,15b 2,45c 5,69cd 4,17de 5,22cd 53,1

Contact: Caroline Marques Castro; Carlos Reisser Jr.; Arione da Silva Pereira.

PCDAG 03-11 2,08b 0,35c 7,32cd 4,92de 4,48cd 83,9General Average

11,79A 1,85B 14,71A 12,88A 55,9

Page 18: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change AdaptationClimate Change AdaptationResearch and Development on crop germplasm (Embrapa Temperate climate)

POTATO : • Selection of germplasm with good tuber th d t b ith t d f iti

Spring/Summer field experiment POTATO (Heat Tolerance)

growth and tuber without deformities

Spring/Summer field experiment POTATO (Heat Tolerance)

ToleranceTolerance

Contact: Caroline Marques Castro; Carlos Reisser Jr.; Arione da Silva Pereira.

Page 19: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5

FifthFifth Assessment Report (AR5)Report (AR5)

2013

Page 20: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Projections: New ScenariosProjections: New Scenarios Representative Concentration Pathways (RCPs)

RCP8.5 - represents the more pessimistic of the non-mitigation futures. Representative C t ti P th (RCP )Concentration Pathways (RCPs)

RCP2.6 represents the lower end of possible mitigation strategies

Page 21: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Projections: Earth system ModelsProjections: Earth system Models

Page 22: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Projections: Atmosphere Models

Not solved

Projections: Atmosphere Models

Solved

Page 23: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Projections: Model Grid ResolutionProjections: Model Grid Resolution The spatial resolution of CMIP5 coupled models will range for the atmosphere component from 0.5° to 4°

+ denotes on Grid Point with ~ 0 5o x 0 5o+ denotes on Grid Point with ~ 0.5o x 0.5o

X Denotes one Grid Point with 3.2 o lat. by 5.6 olong.

Page 24: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Projections: Regional Climate Models

May improve not only resolution but also parameterizations

Projections: Regional Climate Models

Observation

After Calibration

Before Calibration

da Rocha et al. (2012) – Climate Research.

Page 25: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5IPCC (RegCM4) – Present generation Regional ClimateIPCC (RegCM4) Present generation Regional Climate Model Projections

Llopart et al. (2013) – Climatic Change special issue, submitted.

Page 26: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5IPCC (RegCM4) – Present generation Regional Climate

Climate Change: Towards IPCC AR5IPCC (RegCM4) Present generation Regional Climate Model Projections

Page 27: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5How important is the Precipitation Average and Standard

Climate Change: Towards IPCC AR5How important is the Precipitation Average and Standard Deviation?

250,0

th)

Monthly Prec. (SDV)

150,0

200,0

atio

n (m

m/m

t

100,0

hly

Prec

ipita

0,0

50,0

Mon

th

1 2 3 4 5 6 7 8 9 10 11 12

Months

Page 28: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5How important is the Precipitation Average and Standard

Climate Change: Towards IPCC AR5How important is the Precipitation Average and Standard Deviation?

250,0

th)

Monthly Prec. (SDV)

150,0

200,0

atio

n (m

m/m

t

100,0

hly

Prec

ipita

0,0

50,0

Mon

th

1 2 3 4 5 6 7 8 9 10 11 12

Months

Page 29: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5IPCC (CMIP5) – Present generation GLOBAL ClimateIPCC (CMIP5) Present generation GLOBAL Climate Models Projections

Page 30: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5IPCC (CMIP5) – Present generation GLOBAL ClimateIPCC (CMIP5) Present generation GLOBAL Climate Models Projections

Page 31: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5IPCC (CMIP5) – Present generation GLOBAL ClimateIPCC (CMIP5) Present generation GLOBAL Climate Models Projections

Page 32: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Cli t Ch T d IPCC AR5Climate Change: Towards IPCC AR5Should we include Standard Deviation?Should we include Standard Deviation?

0,16

0,18

unct

ion FEB JUL25

Average Temperature ‐ Pelotas (RS), Brazil 

0,08

0,1

0,12

0,14

lity

Den

sity

Fu

15

20

ature (oC)

0

0,02

0,04

0,06

Pro

babi

5

10

Tempe

ra

0-5 -1,5 2 5,5 9 12,5 16 19,5 23 26,5 30 33,5

Temperature

0

JAN MAR MAY JUL SEPT NOV

Months

Page 33: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate: Average & VariabilityClimate: Average & Variability

How include the climate Changes (Avg. and SD.)?How include the climate Changes (Avg. and SD.)?

» Gamma distribution often provides a good fit for Precipitation

12025

FREQ – OBS (%) FREQ (%) - SINFREQ (OBS) FREQ (SIN)

80

100

15

20

uenc

y (%

)

(%)

40

60

10

15

ulat

ive

Freq

u

Freq

uenc

y

0

20

0

5 Cum

001 4 7 10 13 16 19 22 25 28 31 34 37 40 43 46 49 52 55 58 61 64 67 70 73 76 79

Precipitation (mm/day)

Page 34: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate: Average & VariabilityClimate: Average & Variability

How include the climate Changes (Avg. and SD.)?How include the climate Changes (Avg. and SD.)?

» Normal distribution often provides a good fit for Temperature

0 6

0,2JAN FEV MAR ABR MAIO JUNJUL AGO SET OUT NOV DEZ

0,12

0,16ty Fun

ction

0,08

ability Den

si

0,04Prob

a

0

‐5 ‐1,5 2 5,5 9 12,5 16 19,5 23 26,5 30 33,5Temperature

Page 35: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

Models as a tool to scaling-up and test hypothesis:Models as a tool to scaling up and test hypothesis: Mitigation and Adaptation

» Biophysical Models

T i T q c

PAR, gs, ci, AnLAIupper

water snow

po

PAR, gs, ci, AnLAIlower puddle

water snow

Tair, Tleaf,qair, csoa

p

Tair, Tleaf,qair, cswater ice

puddlesnow

10 cm15 cm25 cm

50 cm

100 cm Tsoil5 θ5 θice5

Tsoil1 θ1 θice1 Tsoil2 θ2 θice2 Tsoil3 θ3 θice3 Tsoil4 θ4 θice4

200 cm

p

s

Tsoil6 θ6 θice6

Tsoil7 θ7 θ ice7 400 cm

Tsoil8 θ8 θ ice8 400 cm

Page 36: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

Models as a tool to scaling-up and test hypothesis:Models as a tool to scaling up and test hypothesis: Mitigation and Adaptation

» Biophysical Models: Photosynthesis

An = Ag – RdAn: net photosynthesisAg: gross photosynthesis

Ag = min (Je, Jc)

Ph h i Li i d b li h

g g p yRd: maintenance respiration

*2 Γ−= iCOPARJ α Photosynthesis Limited by light

Ph t th i Li it d b R bi

*23 2

Γ+

=i

e COPARJ α

( )⎞⎛

Γ−= im COVJ *2

Photosynthesis Limited by Rubisco

M i R bi ffi i

⎟⎟⎠

⎞⎜⎜⎝

⎛++

oci

c

KOKCO

J][ 1 2

2

STVV Maximum Rubisco efficiencyStTVV vmm max=

Page 37: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

Models as a tool to scaling-up and test hypothesis:Models as a tool to scaling up and test hypothesis: Mitigation and Adaptation

» Biophysical Models: Photosynthesis

Page 38: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

Models as a tool to scaling-up and test hypothesis:Models as a tool to scaling up and test hypothesis: Mitigation and Adaptation

» Biophysical Models: Coupling Photosynthesis and Evapotranspiration

Collatz equations (1991): Collatz equations (1991):

Leuning equation (1995):

Page 39: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate Change and the AgricultureClimate Change and the Agriculture

» Models may help to planning (scaling-up and testingMitigation (of climate change)

Driver (Climate

» Models may help to planning (scaling-up and testing scenarios) the developmento of the agriculture with lower, as possible, GHGs emissions and direct Climate ImpactsDriver (Climate

Change)Climate Impacts

MitigationMitigation

Page 40: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate ChangeClimate Change

Models as a tool to scaling-up and test hypothesis:Models as a tool to scaling up and test hypothesis: Mitigation and Adaptation

» Biophysical Models: May simulate crop

» Biophysical Models: Coupling Photosynthesis and Evapotranspiration

81

Biophysical Models: May simulate crop growth and yield (considering not only the impacts of average changes but also its distribution)

79

80

81

a-1)

OBS Simulated

76

77

78

Yiel

d (t.

ha75

Araçatuba Bauru Ribeirão Preto

S. J. do Rio Preto

Meso RegionsMeso-Regions

Cuadra et al. (2012) – Global Change Biology Bioenergy

Page 41: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Climate: Average & VariabilityClimate: Average & VariabilityMain recommendation

» Crop development is affected not only by the mean atmospheric conditions (average climate), but also by the frequency of extreme events such as frost, heat waves, floods, and droughts; or even recurrent conditions unfavorable to crop growth.

» Photosynthesis is not linear related with temperature

» GHG may change not only the average, but also the frequency

0,2JAN FEV MAR ABR

0,12

0,16

nsity

 Fun

ction

MAIO JUN JUL AGOSET OUT NOV DEZ

0,04

0,08

Prob

ability De

0

‐5 ‐1,5 2 5,5 9 12,5 16 19,5 23 26,5 30 33,5

Temperature

Page 42: Climate change scenarios in the subClimate change ... · 12/4/2009  · Climate Change Drivers 7500 Carbon Emission by Fossil Fuel (red) and Land Use Change (Black) 4500 5500 6500

Many ThanksMany Thanks.

Dr. Santiago Vianna Cuadra, Ph.D

Brazilian Agricultural Research Corporation -Embrapa, National Temperate Agriculture Research b apa, Nat o a e pe ate g cu tu e esea c

Centre, Brazile-mail: [email protected] @ p

Phone: (53) 3275-8273