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Overview of the GLOBIOM
model
REDD-PAC project kick-off meeting, São José dos
Campos, Brazil
Aline Mosnier, Michael Obersteiner, Petr Havlik, Hugo
Valin, Geraldine Bocqueho et al.
Ecosystems Services and Management Program
mosnier@iiasa.ac.at
GLOBIOM
Global : 30 regions (among them Brazil and Congo Basin)
Geographically explicit land use activities
Partial equilibrium model
Agriculture: major agricultural crops and livestock products
Forestry: managed forests for sawnwood, and pulp and
paper production
2
paper production
Bioenergy: conventional crops and dedicated forest
plantations
Optimization model : maximization of the producer and
consumer surplus (endogenous prices balance supply and
demand)
Recursive dynamic (10 year periods from 2000)
Inputs/Outputs from GLOBIOM
REGIONAL
INPUTS OUTPUTS
Population and GDP
Bioenergy use
Diet patterns (FAO, 2006)
Processing costs and
coefficients
International trade costs
Prices
Demand quantity
Processed quantity
Bilateral trade flows
3
REGIONAL
SPATIAL
International trade costs
Land productivity for crops,
grass, timber
Input requirements
Carbon stock
(Internal transportation
costs)
Land use (ha)
Production (ton/m3)
Input use
GHG emissions (CO2,
CH4, N2O)
GLOBIOM
SUPPLY
Process
DEMAND
Wood products Food Bioenergy
Exogenous drivers
Population, GDP
Primary wood
products
Crops
PROCESS 30 regions
4
G4M
PX5
Biophysical
models
Between 10*10
km and 50*50
km
Aggregation
in larger
geographical
units
EPIC RUMINANT
SPATIALLY EXPLICIT INPUT DATA
Climate Soil and topography Management Land cover
Spatially explicit input data
Approach for data harmonization
• Homogeneous response units (HRU)
HRU = Altitude & Slope & Soil
PX5
Altitude class, Slope class,
Soil Class
PX5
Altitude class (m): 0 – 300, 300 – 600, 600 – 1200, 1200 – 2500 and > 2500;
Slope class (deg): 0 – 3, 3 – 6, 6 – 10, 10 – 15, 15 – 30, 30 – 50 and > 50;
Soil texture class: coarse, medium, fine, stony and peat;
Source: Skalský et al. (2008)
Country HRU*PX30
LC&LUstat
> 200 000 SimU
Simulation Units (SimU) = HRU & 50x50km grid & Country
Spatially explicit input data
PX5
SimU delineation related
statistics on LC classes and
Cropland management systems
reference for geo-coded data on crop management;
input statistical data for LC/LU economic optimization;
Source: Skalský et al. (2008)
Flexible aggregation in the model => trade-off
between computational time and spatial variability
Spatially explicit information
Initial land cover => GLC 2000
7
CROPLAND FORESTS
GRASSLAND OTHER NATURAL LAND
GLOBIOM Products
AGRICULTURE FORESTRY BIOENERGY
Wheat Buffalo Biomass for log EthanolWheat
Rice
Maize
Soybean
Barley
Sorghum
Millet
Cotton
Dry beans
Rapeseed
Groundnut
Sugarcane
Potatoes
Cassava
Sunflower
Chickpeas
Oil Palm
Sweet potatoes
Buffalo
Cattle
Sheep
Goat
Pig
Poultry
Beef
Lamb
Pork
Poultry
Eggs
Milk
Biomass for log
production
Fuel wood
Other wood
Pulp wood
Logs
Ethanol
FAME
Methanol
Heat
Electricity
Biogas
Land Use Change
Natural ForestsNatural Forests Other naturalOther natural
landland
Land use changes
9
ManagedManaged
ForestsForests
TreeTree
PlantationsPlantations
CroplandCropland
GrasslandGrassland
Land use changes
are consistently
transferred from one
period to another
GLOBIOM: Typical applications
Agricultural prospective
Schneider et al. (2011) Impacts of population growth, economic development, and
technical change on global food production and consumption. Agricultural Systems
Smith et al. (2010) Competition for land, Philosophical transactions
Applied scenarios such as Eastern Africa with CCAFS
Deforestation
Mosnier et al. (2010) Modeling impacts of development trajectories on forest cover in the
Congo Basin
Living Forest Report – WWF (2011)Living Forest Report – WWF (2011)
Climate change
Valin et al. (2010) Climate change mitigation and food consumption patterns
Biofuels
Frank et al. (2012) How effective are the sustainability criteria accompanying the EU 2020
biofuel targets? Global Change Bioenergy
Mosnier et al. (2011) GLOBAL impact of US biofuels targets
Fuss et al. (2011) A stochastic analysis of biofuel policies
Havlik et al. (2010) Global land-use implications of first and second generation biofuel
targets. Energy Policy
And several others…
The Congo Basin case study
CONGOBIOM
1550 simulation units
Internal transportation
costs
11
costs
Spatial representation of
fuelwood demand
Cocoa and coffee included
Delineation of forest
concessions and protected
areas
The Congo Basin study
12
Transport time with existing
infrastructures (Circa 2000)
Transport time with new
infrastructures
Source: National Ministries,
World Bank
The Congo Basin study
Average deforested area (in million hectares) and average
GHG emissions (in million tons CO2) from deforestation per
year over the period 2020-2030 in the Congo Basin
500
600
1.2
1.4
13
0
100
200
300
400
500
0
0.2
0.4
0.6
0.8
1
1.2
BASE BIOFW MEAT INFRA TECHG
MtCO2/year
Mha/year
area deforested GHG emissions from deforestation
The Congo Basin study
Infrastructure scenario : + 0.6 Mha
deforested/year (x3)
Productivity scenario : +0.2 Mha
deforested/year
Transport cost difference Deforestation due to
cropland
Deforestation due to
croplandMain cities
Different patterns of deforestation across scenarios
14
=> Deforestation in DRC dense
forest
=> Deforestation close to the big
cities
cropland
The Congo Basin study
Indirect effects of RED
Crop price index
500
1000
1500
2000
2500
3000
in1000tons
Corn
OPAL
Rice
SugCGlobal reduction of GHG emissions from
15
Main imports (1000T)
0
500
BAU 50% 75% 90%
Global reduction of GHG emissions from deforestation
Whea
deforestation
BAU -50% -75% -90%
Congo Basin
BASE 1.02 1.19 1.38 1.61
BIOFW 1.02 1.42 1.85 2.52
MEAT 1.02 1.28 1.49 1.71
INFRA 0.90 1.09 1.24 1.47
TECHG 0.59 0.68 0.81 0.96
REDL 1.02 1.04 1.06 1.07
Conclusion
Regional study with GLOBIOM: national-international consistency
On the national/regional level refinement of the model with
Validation of current input data
Addition of higher quality data
Better understanding of the LUC process
16
Better understanding of the LUC process
Finer resolution level
Implementation of national policies
+ interactions with other models
Econometric models
Downscaling models
Biodiversity models
Conclusion
On the international level
Bilateral trade flows with 29 other regions => leakages
between national/regional scale and international scale
Implementation of global agreements/regulations
17
⇒ Optimal combination = national interest + information
available + political relevance
Thank you !
18
For more information :
www.globiom.org
Contact: mosnier@iiasa.ac.at

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Iiasa globiom overview

  • 1. Overview of the GLOBIOM model REDD-PAC project kick-off meeting, São José dos Campos, Brazil Aline Mosnier, Michael Obersteiner, Petr Havlik, Hugo Valin, Geraldine Bocqueho et al. Ecosystems Services and Management Program mosnier@iiasa.ac.at
  • 2. GLOBIOM Global : 30 regions (among them Brazil and Congo Basin) Geographically explicit land use activities Partial equilibrium model Agriculture: major agricultural crops and livestock products Forestry: managed forests for sawnwood, and pulp and paper production 2 paper production Bioenergy: conventional crops and dedicated forest plantations Optimization model : maximization of the producer and consumer surplus (endogenous prices balance supply and demand) Recursive dynamic (10 year periods from 2000)
  • 3. Inputs/Outputs from GLOBIOM REGIONAL INPUTS OUTPUTS Population and GDP Bioenergy use Diet patterns (FAO, 2006) Processing costs and coefficients International trade costs Prices Demand quantity Processed quantity Bilateral trade flows 3 REGIONAL SPATIAL International trade costs Land productivity for crops, grass, timber Input requirements Carbon stock (Internal transportation costs) Land use (ha) Production (ton/m3) Input use GHG emissions (CO2, CH4, N2O)
  • 4. GLOBIOM SUPPLY Process DEMAND Wood products Food Bioenergy Exogenous drivers Population, GDP Primary wood products Crops PROCESS 30 regions 4 G4M PX5 Biophysical models Between 10*10 km and 50*50 km Aggregation in larger geographical units EPIC RUMINANT SPATIALLY EXPLICIT INPUT DATA Climate Soil and topography Management Land cover
  • 5. Spatially explicit input data Approach for data harmonization • Homogeneous response units (HRU) HRU = Altitude & Slope & Soil PX5 Altitude class, Slope class, Soil Class PX5 Altitude class (m): 0 – 300, 300 – 600, 600 – 1200, 1200 – 2500 and > 2500; Slope class (deg): 0 – 3, 3 – 6, 6 – 10, 10 – 15, 15 – 30, 30 – 50 and > 50; Soil texture class: coarse, medium, fine, stony and peat; Source: Skalský et al. (2008)
  • 6. Country HRU*PX30 LC&LUstat > 200 000 SimU Simulation Units (SimU) = HRU & 50x50km grid & Country Spatially explicit input data PX5 SimU delineation related statistics on LC classes and Cropland management systems reference for geo-coded data on crop management; input statistical data for LC/LU economic optimization; Source: Skalský et al. (2008) Flexible aggregation in the model => trade-off between computational time and spatial variability
  • 7. Spatially explicit information Initial land cover => GLC 2000 7 CROPLAND FORESTS GRASSLAND OTHER NATURAL LAND
  • 8. GLOBIOM Products AGRICULTURE FORESTRY BIOENERGY Wheat Buffalo Biomass for log EthanolWheat Rice Maize Soybean Barley Sorghum Millet Cotton Dry beans Rapeseed Groundnut Sugarcane Potatoes Cassava Sunflower Chickpeas Oil Palm Sweet potatoes Buffalo Cattle Sheep Goat Pig Poultry Beef Lamb Pork Poultry Eggs Milk Biomass for log production Fuel wood Other wood Pulp wood Logs Ethanol FAME Methanol Heat Electricity Biogas
  • 9. Land Use Change Natural ForestsNatural Forests Other naturalOther natural landland Land use changes 9 ManagedManaged ForestsForests TreeTree PlantationsPlantations CroplandCropland GrasslandGrassland Land use changes are consistently transferred from one period to another
  • 10. GLOBIOM: Typical applications Agricultural prospective Schneider et al. (2011) Impacts of population growth, economic development, and technical change on global food production and consumption. Agricultural Systems Smith et al. (2010) Competition for land, Philosophical transactions Applied scenarios such as Eastern Africa with CCAFS Deforestation Mosnier et al. (2010) Modeling impacts of development trajectories on forest cover in the Congo Basin Living Forest Report – WWF (2011)Living Forest Report – WWF (2011) Climate change Valin et al. (2010) Climate change mitigation and food consumption patterns Biofuels Frank et al. (2012) How effective are the sustainability criteria accompanying the EU 2020 biofuel targets? Global Change Bioenergy Mosnier et al. (2011) GLOBAL impact of US biofuels targets Fuss et al. (2011) A stochastic analysis of biofuel policies Havlik et al. (2010) Global land-use implications of first and second generation biofuel targets. Energy Policy And several others…
  • 11. The Congo Basin case study CONGOBIOM 1550 simulation units Internal transportation costs 11 costs Spatial representation of fuelwood demand Cocoa and coffee included Delineation of forest concessions and protected areas
  • 12. The Congo Basin study 12 Transport time with existing infrastructures (Circa 2000) Transport time with new infrastructures Source: National Ministries, World Bank
  • 13. The Congo Basin study Average deforested area (in million hectares) and average GHG emissions (in million tons CO2) from deforestation per year over the period 2020-2030 in the Congo Basin 500 600 1.2 1.4 13 0 100 200 300 400 500 0 0.2 0.4 0.6 0.8 1 1.2 BASE BIOFW MEAT INFRA TECHG MtCO2/year Mha/year area deforested GHG emissions from deforestation
  • 14. The Congo Basin study Infrastructure scenario : + 0.6 Mha deforested/year (x3) Productivity scenario : +0.2 Mha deforested/year Transport cost difference Deforestation due to cropland Deforestation due to croplandMain cities Different patterns of deforestation across scenarios 14 => Deforestation in DRC dense forest => Deforestation close to the big cities cropland
  • 15. The Congo Basin study Indirect effects of RED Crop price index 500 1000 1500 2000 2500 3000 in1000tons Corn OPAL Rice SugCGlobal reduction of GHG emissions from 15 Main imports (1000T) 0 500 BAU 50% 75% 90% Global reduction of GHG emissions from deforestation Whea deforestation BAU -50% -75% -90% Congo Basin BASE 1.02 1.19 1.38 1.61 BIOFW 1.02 1.42 1.85 2.52 MEAT 1.02 1.28 1.49 1.71 INFRA 0.90 1.09 1.24 1.47 TECHG 0.59 0.68 0.81 0.96 REDL 1.02 1.04 1.06 1.07
  • 16. Conclusion Regional study with GLOBIOM: national-international consistency On the national/regional level refinement of the model with Validation of current input data Addition of higher quality data Better understanding of the LUC process 16 Better understanding of the LUC process Finer resolution level Implementation of national policies + interactions with other models Econometric models Downscaling models Biodiversity models
  • 17. Conclusion On the international level Bilateral trade flows with 29 other regions => leakages between national/regional scale and international scale Implementation of global agreements/regulations 17 ⇒ Optimal combination = national interest + information available + political relevance
  • 18. Thank you ! 18 For more information : www.globiom.org Contact: mosnier@iiasa.ac.at