SlideShare a Scribd company logo
1 of 23
Download to read offline
Spatial and Temporal Determinants of
Anthropogenic Forest Fires in the Amazon:
 implications for forest degradation and future
               carbon emissions
                    Ane Alencar, Gregory Asner,
                     Daniel Zarin, Francis Putz
In the past
    •     Forest fires were rare and mostly
          driven by extreme drought events

    •     Ignition sources were mostly natural
          and the forest was more resistant to
          fire


        Today
•       Forest fires are becoming more
        frequent, larger and perhaps mostly
        driven by anthropogenic changes in
        landscape than climatic events

•       Most of forest fires are anthropogenic,
        caused by escaped fires from human
        activities
Understanding forest fire
(surface or understory fires)
 1. Tracking forest fire history (Learn from past fire
 events)
 2. Understand changes in fire regime (Spatial and
 temporal)
 3. Estimate regional behavior of forest fires (Build
 the relationship with climate, land use, landscape
 structure, etc)
Dense

Study sites


                  Open




              Transitional
Part 1                              Landsat
                                                  bands
                                                                                 CLAS-BURN


Mapping landscape                                               PV, NPV,
                                                                 Shade
                                                                                                            Reflectance
                                                                                                              bands
 forest burn scars
                                                               (PV-NPV)-Shade)                                Iso-Data
                                                               (PV-NPV)+Shade)                              (clouds and defor.
                                                                                                                 Mapping)

  •Development of a new index called
  Burn Scar Index (BSI)                                         BSI image                                       Forest
                                                                                                                 mask
  •This index was based on an automatic
  calibration and sub-pixel analysis                                                     Overlay

  routine called CLAS-BURN, based on
  CLAS.                                                                              Masked
                                                                                    BSI image
  •CLAS* stands for Carnegie Landsat
  Analysis System developed by the
                                                                                        fire scar
  Asner Lab                                                                      thresholds and filtering




                                                                                       Final
Reference:* Asner, G. P., M. Keller, R. Pereira, J. C. Zweede, and                fire scar map
J. N. M. Silva. 2004. Canopy damage and recovery following
selective logging in an Amazon forest: Integrating field and satellite
studies. Ecological Applications 14:280-298.
photosynthetic vegetation (PV)   non-photosynthetic veg. (NPV)             Shade/Burn (SB)




  R:SB, G:PV, B:NPV              Burn Scar Index (BSI)                Burn Scar map




                                                                 Burned forest accuracy: Dense forest 0.89;
                                                                 Open forest 0.79; Transitional forest 0.88
Burn Scar Index for unburned forest
 and old and recent burns burned
Part 2
        Changing fire regimes
                Burn Extent
               By forest type
                             Average     Average       % of total
                                                                    % of forest
               Forest area    annual      annual         forest
                                                                       area
                  (ha)*      burned    deforestation      area
                                                                    deforested
                               area        (ha)         burned



Dense          2,274,133     19,932       29,393         15%           29%


Open           2,324,883     104,711      62,821         44%           54%


Transitional   1,369,228     80,189       27,901         41%           50%
Fire sizes
Forest types have distinct fire
behavior in terms of size and total
area burned:
Majority of Dense forest fires scars
are small (< 100 ha)
In contrast to transitional forest where
most of the fire scars are large
Large fires also burned more area in
open and transitional forests
Fires between 100- 1000 ha in size
burn in average about the same area
each year in all forest types
Fire frequency
Most of the area burned was affected but 1
           fire during the period
Dense

         Fire interval

For the area that burned more than two times:

  Fire interval for the dense forest appear
                                                    Open
  to be every 5 to 6 years, coincident with
  ENSO


  Fire interval for transitional forest have
  a higher return after 2 or 3 years, fuel
  limitation
                                                Transitional
Dense
Fire Season


Fire season in the 3              Open
regions are getting about
one month late




                            Transitional
Fire intensity and effects
Relationship between frequency and canopy cover
Burn frequency

                    Impacts of burn frequency in forest          0
                                 structure




                                                                3

*Explains 65% of variation
Part 3
   Fate of burned forest
    19 to 38% of the deforested area was burned

    38 to 48% of the burned area was deforested
                                                               % of total
                             % of forest   % of total area   burned area
               Forest area
                                area       deforested that     that was
                  (ha)*
                             deforested     was burned        deforested

Dense          2,274,133        29%             19%             38%
Open           2,324,883        54%             39%             48%
Transitional   1,369,228        50%             38%             46%
Relatioship with forest                            Dense

       clearings

  Fires penetrate deeper in Transitional
  forests than the other forest types              Open
  90% of the area burned is within 5 km from
  a clearing

  The highest frequencies also happen within
  1 km from a forest edge

                                               Transitional
Extrapolating results and creating
        fire probabilities
      for wet, average and dry years
Forest fires
in 3 distinct
   climate
 conditions
Fire probabilities based
      on PAW and
 fragmentation for wet,
 average and dry years
 Some of the areas (blue circle) already
 showing influence of fragmentation in
 changing the likelihood of fire in average
 rainfall years, and even in wet years.

 These areas are believed to have reached
 the tipping point where fragmentation has
 played a more important role to the forest
 fire occurrence than climate.

 The dry years fire probability map indicate
 the areas under higher risk of forest fires,
 where forest is flammable due to extreme
 drought and high ignition sources
 probabilities.
Estimated commited CO2 emissions
           from deforestation and forest fires
          for the three forest types during the
                      last 24 years
                                                                     Forest fire-driven committed CO2 emissions2
                                                  Deforestation                          (Tg yr-1)
                             Forest types         -driven CO2    Average
                                                   emissions1   annual area                     Average
                                                    (Tg yr -1)    burned        Wet years         years   Dry years
                             Dense                    17.6          6.0            0.1             2.4       14.7

                             Open                       27.6                23.0                3.7               15.7                 48.8

                             Transition                 13.8                19.9                3.6               12.2                 40.9

                                                        59.0                48.8                7.4               30.2                104.3




1 The CO2 emissions for each forest type were calculated using the Saatchi et al. (2007) biomass map, in which the average biomass value for each vegetation type was
converted to Carbon and multiplied by the annual area deforested, and then converted to CO2.
2 The committed CO2 emissions from forest fires was based on the average tree mortality due to forest fires reported on literature (Alencar et al 2006), not including yet the

released emissions during the fire itself.
Estimated area at risk of burning,
area burned and CO2 emissions by
forest type and climatic conditions
     for the Brazilian Amazon
               Area total by      Estimated area
Forest          forest type      at risk of burning     Estimated area burned   Estimated emission
Type            (thousand         (thousand km2)            (thousand km2)         (Pg CO2 yr-1)
                   km2)        WET     AVE       DRY    WET     AVE     DRY     WET    AVE    DRY

Dense            1,783.8       2.4     21.3     160.3   0.3      2.2     6.1    0.01   0.07   0.18
Open              884.5        4.5     35.6     121.3   1.6     10.2    22.3    0.04   0.22   0.49

Transitional      504.7        3.1     13.5      81.8   1.6      5.5    23.5    0.04   0.14   0.58

Total            3,172.9       10.0    70.4     363.5   3.5     18.0    51.9    0.08   0.43   1.25

 The estimated area burned can be approximately the same in average rainfall
 years than the average annual deforestation rates during the last decade.




The estimated area burned is the portion of the estimated area under risk
         of burn that is located up to 5km from forest clearings
Main results
•   (1) severe droughts are the main temporal
     determinant of forest fires having overall emissions
     that were 76% higher than average deforestation emissions;

•   (2) although, since these are not wildfires but escaped fires from
    anthropogenic land use sources, the spatial distribution of these
    fires revealed a pattern where ~90% of the area burned occurs
    within 10 km of official roads, 1-2km of deforested clearings,
    and within highly fragmented areas;

•   (3) the spatial and temporal characteristics of ENSO fires
    disproportionate impact dense forests;

•    (4) escaped forest fire emissions are historically large, especially
    in ENSO years, and growing in importance as deforestation
    emissions drop and escaped fire emissions increase, associated
    with increasing importance of small slash-and-burn clearings
Thank you
             Academic Support                                 Funding support
                                                                  NSF – DDRI
   Dan Zarin, Jack Putz, Greg Asner, Wendell
                                                               NSF DEB-0410315
            Cropper,Charles Wood,
                                                             NASA NESSF Program
Daniel Nepstad, Paulo Brando, Jennifer Balch and
                                                    Tropical Conservation and Development
           Claudia Stickler, Mike Coe
                                                                 Program -TCD
                                                              Compton Foundation
                                                   Amazon Conservation Leadership Initiative –
                                                                      ACLI
                                                               Moore Foundation
                                                             Florida-Brazil Program

More Related Content

Viewers also liked

PEN: How global-comparative data challenges conventional wisdom
PEN: How global-comparative data challenges conventional wisdomPEN: How global-comparative data challenges conventional wisdom
PEN: How global-comparative data challenges conventional wisdomCIFOR-ICRAF
 
CIFOR’s contribution to ASFCC: evidence, capacity building and engagement
CIFOR’s contribution to ASFCC: evidence, capacity building and engagementCIFOR’s contribution to ASFCC: evidence, capacity building and engagement
CIFOR’s contribution to ASFCC: evidence, capacity building and engagementCIFOR-ICRAF
 
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...CIFOR-ICRAF
 
CIFOR/FTA and the CBD
CIFOR/FTA and the CBDCIFOR/FTA and the CBD
CIFOR/FTA and the CBDCIFOR-ICRAF
 
Sustainable land use funds
Sustainable land use fundsSustainable land use funds
Sustainable land use fundsCIFOR-ICRAF
 
Green Economy and Furniture Value Chains
Green Economy and Furniture Value ChainsGreen Economy and Furniture Value Chains
Green Economy and Furniture Value ChainsCIFOR-ICRAF
 
Forestry for sustainable future: The role of integrated landscape approaches
Forestry for sustainable future: The role of integrated landscape approachesForestry for sustainable future: The role of integrated landscape approaches
Forestry for sustainable future: The role of integrated landscape approachesCIFOR-ICRAF
 
Legal and Policy Framework for Payment for Ecosystem Services (PES) in Thailand
Legal and Policy Framework for Payment for Ecosystem Services (PES) in ThailandLegal and Policy Framework for Payment for Ecosystem Services (PES) in Thailand
Legal and Policy Framework for Payment for Ecosystem Services (PES) in ThailandCIFOR-ICRAF
 
The role of mangroves in the fight against climate change
The role of mangroves in the fight against climate changeThe role of mangroves in the fight against climate change
The role of mangroves in the fight against climate changeCIFOR-ICRAF
 
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing CIFOR-ICRAF
 
Bridging the gap: sustainable forests, agriculture and food security
Bridging the gap: sustainable forests, agriculture and food securityBridging the gap: sustainable forests, agriculture and food security
Bridging the gap: sustainable forests, agriculture and food securityCIFOR-ICRAF
 
Land tenure and land use change
Land tenure and land use changeLand tenure and land use change
Land tenure and land use changeCIFOR-ICRAF
 
“Green development” in Indonesia: harmonizing land-based investment and GHG e...
“Green development” in Indonesia: harmonizing land-based investment and GHG e...“Green development” in Indonesia: harmonizing land-based investment and GHG e...
“Green development” in Indonesia: harmonizing land-based investment and GHG e...CIFOR-ICRAF
 
Generating and communicating science information to support policy and decisi...
Generating and communicating science information to support policy and decisi...Generating and communicating science information to support policy and decisi...
Generating and communicating science information to support policy and decisi...CIFOR-ICRAF
 
Market for timber and non-timber products
Market for timber and non-timber productsMarket for timber and non-timber products
Market for timber and non-timber productsCIFOR-ICRAF
 
Exploring plant indicators for soil quality assessment in Laos: improving the...
Exploring plant indicators for soil quality assessment in Laos: improving the...Exploring plant indicators for soil quality assessment in Laos: improving the...
Exploring plant indicators for soil quality assessment in Laos: improving the...CIFOR-ICRAF
 
Forests, Ecosystem Services and Food Security
Forests, Ecosystem Services and Food SecurityForests, Ecosystem Services and Food Security
Forests, Ecosystem Services and Food SecurityCIFOR-ICRAF
 
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...Operationalizing Landscape Approach for Balancing Conservation and Livelihood...
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...CIFOR-ICRAF
 
Contextual factors, property regimes, and environmental outcomes: Applying a ...
Contextual factors, property regimes, and environmental outcomes: Applying a ...Contextual factors, property regimes, and environmental outcomes: Applying a ...
Contextual factors, property regimes, and environmental outcomes: Applying a ...CIFOR-ICRAF
 

Viewers also liked (20)

PEN: How global-comparative data challenges conventional wisdom
PEN: How global-comparative data challenges conventional wisdomPEN: How global-comparative data challenges conventional wisdom
PEN: How global-comparative data challenges conventional wisdom
 
CIFOR’s contribution to ASFCC: evidence, capacity building and engagement
CIFOR’s contribution to ASFCC: evidence, capacity building and engagementCIFOR’s contribution to ASFCC: evidence, capacity building and engagement
CIFOR’s contribution to ASFCC: evidence, capacity building and engagement
 
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...
China's Conversion of Cropland to Forest Program: Monitoring, evaluation & fu...
 
Peta Jalan SAPA Indonesia
Peta Jalan SAPA IndonesiaPeta Jalan SAPA Indonesia
Peta Jalan SAPA Indonesia
 
CIFOR/FTA and the CBD
CIFOR/FTA and the CBDCIFOR/FTA and the CBD
CIFOR/FTA and the CBD
 
Sustainable land use funds
Sustainable land use fundsSustainable land use funds
Sustainable land use funds
 
Green Economy and Furniture Value Chains
Green Economy and Furniture Value ChainsGreen Economy and Furniture Value Chains
Green Economy and Furniture Value Chains
 
Forestry for sustainable future: The role of integrated landscape approaches
Forestry for sustainable future: The role of integrated landscape approachesForestry for sustainable future: The role of integrated landscape approaches
Forestry for sustainable future: The role of integrated landscape approaches
 
Legal and Policy Framework for Payment for Ecosystem Services (PES) in Thailand
Legal and Policy Framework for Payment for Ecosystem Services (PES) in ThailandLegal and Policy Framework for Payment for Ecosystem Services (PES) in Thailand
Legal and Policy Framework for Payment for Ecosystem Services (PES) in Thailand
 
The role of mangroves in the fight against climate change
The role of mangroves in the fight against climate changeThe role of mangroves in the fight against climate change
The role of mangroves in the fight against climate change
 
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing
Managing risks and avoiding pitfalls to REDD+ policy design and benefit sharing
 
Bridging the gap: sustainable forests, agriculture and food security
Bridging the gap: sustainable forests, agriculture and food securityBridging the gap: sustainable forests, agriculture and food security
Bridging the gap: sustainable forests, agriculture and food security
 
Land tenure and land use change
Land tenure and land use changeLand tenure and land use change
Land tenure and land use change
 
“Green development” in Indonesia: harmonizing land-based investment and GHG e...
“Green development” in Indonesia: harmonizing land-based investment and GHG e...“Green development” in Indonesia: harmonizing land-based investment and GHG e...
“Green development” in Indonesia: harmonizing land-based investment and GHG e...
 
Generating and communicating science information to support policy and decisi...
Generating and communicating science information to support policy and decisi...Generating and communicating science information to support policy and decisi...
Generating and communicating science information to support policy and decisi...
 
Market for timber and non-timber products
Market for timber and non-timber productsMarket for timber and non-timber products
Market for timber and non-timber products
 
Exploring plant indicators for soil quality assessment in Laos: improving the...
Exploring plant indicators for soil quality assessment in Laos: improving the...Exploring plant indicators for soil quality assessment in Laos: improving the...
Exploring plant indicators for soil quality assessment in Laos: improving the...
 
Forests, Ecosystem Services and Food Security
Forests, Ecosystem Services and Food SecurityForests, Ecosystem Services and Food Security
Forests, Ecosystem Services and Food Security
 
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...Operationalizing Landscape Approach for Balancing Conservation and Livelihood...
Operationalizing Landscape Approach for Balancing Conservation and Livelihood...
 
Contextual factors, property regimes, and environmental outcomes: Applying a ...
Contextual factors, property regimes, and environmental outcomes: Applying a ...Contextual factors, property regimes, and environmental outcomes: Applying a ...
Contextual factors, property regimes, and environmental outcomes: Applying a ...
 

Similar to Spatial and temporal determinants of anthropogenic forest fires in the Amazon

WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...
WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...
WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...grssieee
 
Schalauposterdefensiblespacenacaa2011
Schalauposterdefensiblespacenacaa2011Schalauposterdefensiblespacenacaa2011
Schalauposterdefensiblespacenacaa2011nacaa
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfgrssieee
 
Pyrogeography of savanna fire intensity and severity
Pyrogeography of savanna fire intensity and severityPyrogeography of savanna fire intensity and severity
Pyrogeography of savanna fire intensity and severityDaniel Godwin
 
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...TERN Australia
 
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...Global Risk Forum GRFDavos
 

Similar to Spatial and temporal determinants of anthropogenic forest fires in the Amazon (18)

WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...
WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...
WE1.L09.5 - ESTIMATION OF FOREST BIOMASS CHANGE FROM FUSION OF RADAR AND LIDA...
 
BushfireConf2017 – 20. Habitat features of open forests and woodlands in rela...
BushfireConf2017 – 20. Habitat features of open forests and woodlands in rela...BushfireConf2017 – 20. Habitat features of open forests and woodlands in rela...
BushfireConf2017 – 20. Habitat features of open forests and woodlands in rela...
 
Schalauposterdefensiblespacenacaa2011
Schalauposterdefensiblespacenacaa2011Schalauposterdefensiblespacenacaa2011
Schalauposterdefensiblespacenacaa2011
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Tandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdfTandem-L-IGARSS-v2-final-2011.pdf
Tandem-L-IGARSS-v2-final-2011.pdf
 
Pyrogeography of savanna fire intensity and severity
Pyrogeography of savanna fire intensity and severityPyrogeography of savanna fire intensity and severity
Pyrogeography of savanna fire intensity and severity
 
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...
Kasper Johansen_Validation of Landsat-based time-series of Persisten Green-ve...
 
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...
Cristina Branquinho "Improving ecosystem services in drylands: microclimate m...
 

More from CIFOR-ICRAF

Delivering nature-based solution outcomes by addressing policy, institutiona...
Delivering nature-based solution outcomes by addressing  policy, institutiona...Delivering nature-based solution outcomes by addressing  policy, institutiona...
Delivering nature-based solution outcomes by addressing policy, institutiona...CIFOR-ICRAF
 
Policy Dialogue Three Key Priorities
Policy Dialogue Three Key PrioritiesPolicy Dialogue Three Key Priorities
Policy Dialogue Three Key PrioritiesCIFOR-ICRAF
 
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...CIFOR-ICRAF
 
The role of forest in climate change mitigation: Introduction to REDD+ initia...
The role of forest in climate change mitigation: Introduction to REDD+ initia...The role of forest in climate change mitigation: Introduction to REDD+ initia...
The role of forest in climate change mitigation: Introduction to REDD+ initia...CIFOR-ICRAF
 
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...CIFOR-ICRAF
 
La RDC dans le paysage des projets et des programmes juridictionnels REDD+
La RDC dans le paysage des projets et des programmes juridictionnels REDD+La RDC dans le paysage des projets et des programmes juridictionnels REDD+
La RDC dans le paysage des projets et des programmes juridictionnels REDD+CIFOR-ICRAF
 
Cadre légal et réglementaire du marché carbone en RDC
Cadre légal et réglementaire du marché carbone en RDCCadre légal et réglementaire du marché carbone en RDC
Cadre légal et réglementaire du marché carbone en RDCCIFOR-ICRAF
 
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...Exploitation minière artisanale, moyens de subsistance et déforestation dans ...
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...CIFOR-ICRAF
 
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...CIFOR-ICRAF
 
Industries miniéres et justice climatique en Afrique centrale : étude de droi...
Industries miniéres et justice climatique en Afrique centrale : étude de droi...Industries miniéres et justice climatique en Afrique centrale : étude de droi...
Industries miniéres et justice climatique en Afrique centrale : étude de droi...CIFOR-ICRAF
 
Enjeux de la future politique forestière de la République Démocratique du Congo
Enjeux de la future politique forestière de la République Démocratique du CongoEnjeux de la future politique forestière de la République Démocratique du Congo
Enjeux de la future politique forestière de la République Démocratique du CongoCIFOR-ICRAF
 
Incentive Scheme for Smallholders
Incentive Scheme for Smallholders Incentive Scheme for Smallholders
Incentive Scheme for Smallholders CIFOR-ICRAF
 
Capacity Building in oil palm trade and sustainability
Capacity Building in oil palm trade and sustainabilityCapacity Building in oil palm trade and sustainability
Capacity Building in oil palm trade and sustainabilityCIFOR-ICRAF
 
Monitoring songbirds' online market
Monitoring songbirds' online market Monitoring songbirds' online market
Monitoring songbirds' online market CIFOR-ICRAF
 
Supporting Farmer Transition to Produce Deforestation-Free Coffee
Supporting Farmer Transition to Produce Deforestation-Free CoffeeSupporting Farmer Transition to Produce Deforestation-Free Coffee
Supporting Farmer Transition to Produce Deforestation-Free CoffeeCIFOR-ICRAF
 
Pathways to sustainable trade and system dynamic simulation
Pathways to sustainable trade and system dynamic simulationPathways to sustainable trade and system dynamic simulation
Pathways to sustainable trade and system dynamic simulationCIFOR-ICRAF
 
Cenários de desmatamento para o Brasil Plataforma REDD BRASIL
Cenários de desmatamento para o Brasil Plataforma REDD BRASILCenários de desmatamento para o Brasil Plataforma REDD BRASIL
Cenários de desmatamento para o Brasil Plataforma REDD BRASILCIFOR-ICRAF
 
A Plataforma REDD+ Brasil: contexto
A Plataforma REDD+ Brasil: contexto   A Plataforma REDD+ Brasil: contexto
A Plataforma REDD+ Brasil: contexto CIFOR-ICRAF
 
Research priorities in seagrass ecosystems to enhance blue carbon as Natural...
Research priorities in seagrass ecosystems to enhance blue carbon  as Natural...Research priorities in seagrass ecosystems to enhance blue carbon  as Natural...
Research priorities in seagrass ecosystems to enhance blue carbon as Natural...CIFOR-ICRAF
 
The role of mangrove blue carbon research to support national climate mitigat...
The role of mangrove blue carbon research to support national climate mitigat...The role of mangrove blue carbon research to support national climate mitigat...
The role of mangrove blue carbon research to support national climate mitigat...CIFOR-ICRAF
 

More from CIFOR-ICRAF (20)

Delivering nature-based solution outcomes by addressing policy, institutiona...
Delivering nature-based solution outcomes by addressing  policy, institutiona...Delivering nature-based solution outcomes by addressing  policy, institutiona...
Delivering nature-based solution outcomes by addressing policy, institutiona...
 
Policy Dialogue Three Key Priorities
Policy Dialogue Three Key PrioritiesPolicy Dialogue Three Key Priorities
Policy Dialogue Three Key Priorities
 
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...
The Second Roadmap on ASEAN Cooperation towards Transboundary Haze Pollution ...
 
The role of forest in climate change mitigation: Introduction to REDD+ initia...
The role of forest in climate change mitigation: Introduction to REDD+ initia...The role of forest in climate change mitigation: Introduction to REDD+ initia...
The role of forest in climate change mitigation: Introduction to REDD+ initia...
 
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...
REDD+ et marche du carbone. Instrument de developpement ou marche de dupes de...
 
La RDC dans le paysage des projets et des programmes juridictionnels REDD+
La RDC dans le paysage des projets et des programmes juridictionnels REDD+La RDC dans le paysage des projets et des programmes juridictionnels REDD+
La RDC dans le paysage des projets et des programmes juridictionnels REDD+
 
Cadre légal et réglementaire du marché carbone en RDC
Cadre légal et réglementaire du marché carbone en RDCCadre légal et réglementaire du marché carbone en RDC
Cadre légal et réglementaire du marché carbone en RDC
 
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...Exploitation minière artisanale, moyens de subsistance et déforestation dans ...
Exploitation minière artisanale, moyens de subsistance et déforestation dans ...
 
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...
Qu'est-ce qui influence l'efficacité des interventions de conservation des fo...
 
Industries miniéres et justice climatique en Afrique centrale : étude de droi...
Industries miniéres et justice climatique en Afrique centrale : étude de droi...Industries miniéres et justice climatique en Afrique centrale : étude de droi...
Industries miniéres et justice climatique en Afrique centrale : étude de droi...
 
Enjeux de la future politique forestière de la République Démocratique du Congo
Enjeux de la future politique forestière de la République Démocratique du CongoEnjeux de la future politique forestière de la République Démocratique du Congo
Enjeux de la future politique forestière de la République Démocratique du Congo
 
Incentive Scheme for Smallholders
Incentive Scheme for Smallholders Incentive Scheme for Smallholders
Incentive Scheme for Smallholders
 
Capacity Building in oil palm trade and sustainability
Capacity Building in oil palm trade and sustainabilityCapacity Building in oil palm trade and sustainability
Capacity Building in oil palm trade and sustainability
 
Monitoring songbirds' online market
Monitoring songbirds' online market Monitoring songbirds' online market
Monitoring songbirds' online market
 
Supporting Farmer Transition to Produce Deforestation-Free Coffee
Supporting Farmer Transition to Produce Deforestation-Free CoffeeSupporting Farmer Transition to Produce Deforestation-Free Coffee
Supporting Farmer Transition to Produce Deforestation-Free Coffee
 
Pathways to sustainable trade and system dynamic simulation
Pathways to sustainable trade and system dynamic simulationPathways to sustainable trade and system dynamic simulation
Pathways to sustainable trade and system dynamic simulation
 
Cenários de desmatamento para o Brasil Plataforma REDD BRASIL
Cenários de desmatamento para o Brasil Plataforma REDD BRASILCenários de desmatamento para o Brasil Plataforma REDD BRASIL
Cenários de desmatamento para o Brasil Plataforma REDD BRASIL
 
A Plataforma REDD+ Brasil: contexto
A Plataforma REDD+ Brasil: contexto   A Plataforma REDD+ Brasil: contexto
A Plataforma REDD+ Brasil: contexto
 
Research priorities in seagrass ecosystems to enhance blue carbon as Natural...
Research priorities in seagrass ecosystems to enhance blue carbon  as Natural...Research priorities in seagrass ecosystems to enhance blue carbon  as Natural...
Research priorities in seagrass ecosystems to enhance blue carbon as Natural...
 
The role of mangrove blue carbon research to support national climate mitigat...
The role of mangrove blue carbon research to support national climate mitigat...The role of mangrove blue carbon research to support national climate mitigat...
The role of mangrove blue carbon research to support national climate mitigat...
 

Recently uploaded

SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfSanaAli374401
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfChris Hunter
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docxPoojaSen20
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 

Recently uploaded (20)

SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 

Spatial and temporal determinants of anthropogenic forest fires in the Amazon

  • 1. Spatial and Temporal Determinants of Anthropogenic Forest Fires in the Amazon: implications for forest degradation and future carbon emissions Ane Alencar, Gregory Asner, Daniel Zarin, Francis Putz
  • 2. In the past • Forest fires were rare and mostly driven by extreme drought events • Ignition sources were mostly natural and the forest was more resistant to fire Today • Forest fires are becoming more frequent, larger and perhaps mostly driven by anthropogenic changes in landscape than climatic events • Most of forest fires are anthropogenic, caused by escaped fires from human activities
  • 3. Understanding forest fire (surface or understory fires) 1. Tracking forest fire history (Learn from past fire events) 2. Understand changes in fire regime (Spatial and temporal) 3. Estimate regional behavior of forest fires (Build the relationship with climate, land use, landscape structure, etc)
  • 4. Dense Study sites Open Transitional
  • 5. Part 1 Landsat bands CLAS-BURN Mapping landscape PV, NPV, Shade Reflectance bands forest burn scars (PV-NPV)-Shade) Iso-Data (PV-NPV)+Shade) (clouds and defor. Mapping) •Development of a new index called Burn Scar Index (BSI) BSI image Forest mask •This index was based on an automatic calibration and sub-pixel analysis Overlay routine called CLAS-BURN, based on CLAS. Masked BSI image •CLAS* stands for Carnegie Landsat Analysis System developed by the fire scar Asner Lab thresholds and filtering Final Reference:* Asner, G. P., M. Keller, R. Pereira, J. C. Zweede, and fire scar map J. N. M. Silva. 2004. Canopy damage and recovery following selective logging in an Amazon forest: Integrating field and satellite studies. Ecological Applications 14:280-298.
  • 6. photosynthetic vegetation (PV) non-photosynthetic veg. (NPV) Shade/Burn (SB) R:SB, G:PV, B:NPV Burn Scar Index (BSI) Burn Scar map Burned forest accuracy: Dense forest 0.89; Open forest 0.79; Transitional forest 0.88
  • 7. Burn Scar Index for unburned forest and old and recent burns burned
  • 8. Part 2 Changing fire regimes Burn Extent By forest type Average Average % of total % of forest Forest area annual annual forest area (ha)* burned deforestation area deforested area (ha) burned Dense 2,274,133 19,932 29,393 15% 29% Open 2,324,883 104,711 62,821 44% 54% Transitional 1,369,228 80,189 27,901 41% 50%
  • 9. Fire sizes Forest types have distinct fire behavior in terms of size and total area burned: Majority of Dense forest fires scars are small (< 100 ha) In contrast to transitional forest where most of the fire scars are large Large fires also burned more area in open and transitional forests Fires between 100- 1000 ha in size burn in average about the same area each year in all forest types
  • 10. Fire frequency Most of the area burned was affected but 1 fire during the period
  • 11. Dense Fire interval For the area that burned more than two times: Fire interval for the dense forest appear Open to be every 5 to 6 years, coincident with ENSO Fire interval for transitional forest have a higher return after 2 or 3 years, fuel limitation Transitional
  • 12. Dense Fire Season Fire season in the 3 Open regions are getting about one month late Transitional
  • 13. Fire intensity and effects Relationship between frequency and canopy cover
  • 14. Burn frequency Impacts of burn frequency in forest 0 structure 3 *Explains 65% of variation
  • 15. Part 3 Fate of burned forest 19 to 38% of the deforested area was burned 38 to 48% of the burned area was deforested % of total % of forest % of total area burned area Forest area area deforested that that was (ha)* deforested was burned deforested Dense 2,274,133 29% 19% 38% Open 2,324,883 54% 39% 48% Transitional 1,369,228 50% 38% 46%
  • 16. Relatioship with forest Dense clearings Fires penetrate deeper in Transitional forests than the other forest types Open 90% of the area burned is within 5 km from a clearing The highest frequencies also happen within 1 km from a forest edge Transitional
  • 17. Extrapolating results and creating fire probabilities for wet, average and dry years
  • 18. Forest fires in 3 distinct climate conditions
  • 19. Fire probabilities based on PAW and fragmentation for wet, average and dry years Some of the areas (blue circle) already showing influence of fragmentation in changing the likelihood of fire in average rainfall years, and even in wet years. These areas are believed to have reached the tipping point where fragmentation has played a more important role to the forest fire occurrence than climate. The dry years fire probability map indicate the areas under higher risk of forest fires, where forest is flammable due to extreme drought and high ignition sources probabilities.
  • 20. Estimated commited CO2 emissions from deforestation and forest fires for the three forest types during the last 24 years Forest fire-driven committed CO2 emissions2 Deforestation (Tg yr-1) Forest types -driven CO2 Average emissions1 annual area Average (Tg yr -1) burned Wet years years Dry years Dense 17.6 6.0 0.1 2.4 14.7 Open 27.6 23.0 3.7 15.7 48.8 Transition 13.8 19.9 3.6 12.2 40.9 59.0 48.8 7.4 30.2 104.3 1 The CO2 emissions for each forest type were calculated using the Saatchi et al. (2007) biomass map, in which the average biomass value for each vegetation type was converted to Carbon and multiplied by the annual area deforested, and then converted to CO2. 2 The committed CO2 emissions from forest fires was based on the average tree mortality due to forest fires reported on literature (Alencar et al 2006), not including yet the released emissions during the fire itself.
  • 21. Estimated area at risk of burning, area burned and CO2 emissions by forest type and climatic conditions for the Brazilian Amazon Area total by Estimated area Forest forest type at risk of burning Estimated area burned Estimated emission Type (thousand (thousand km2) (thousand km2) (Pg CO2 yr-1) km2) WET AVE DRY WET AVE DRY WET AVE DRY Dense 1,783.8 2.4 21.3 160.3 0.3 2.2 6.1 0.01 0.07 0.18 Open 884.5 4.5 35.6 121.3 1.6 10.2 22.3 0.04 0.22 0.49 Transitional 504.7 3.1 13.5 81.8 1.6 5.5 23.5 0.04 0.14 0.58 Total 3,172.9 10.0 70.4 363.5 3.5 18.0 51.9 0.08 0.43 1.25 The estimated area burned can be approximately the same in average rainfall years than the average annual deforestation rates during the last decade. The estimated area burned is the portion of the estimated area under risk of burn that is located up to 5km from forest clearings
  • 22. Main results • (1) severe droughts are the main temporal determinant of forest fires having overall emissions that were 76% higher than average deforestation emissions; • (2) although, since these are not wildfires but escaped fires from anthropogenic land use sources, the spatial distribution of these fires revealed a pattern where ~90% of the area burned occurs within 10 km of official roads, 1-2km of deforested clearings, and within highly fragmented areas; • (3) the spatial and temporal characteristics of ENSO fires disproportionate impact dense forests; • (4) escaped forest fire emissions are historically large, especially in ENSO years, and growing in importance as deforestation emissions drop and escaped fire emissions increase, associated with increasing importance of small slash-and-burn clearings
  • 23. Thank you Academic Support Funding support NSF – DDRI Dan Zarin, Jack Putz, Greg Asner, Wendell NSF DEB-0410315 Cropper,Charles Wood, NASA NESSF Program Daniel Nepstad, Paulo Brando, Jennifer Balch and Tropical Conservation and Development Claudia Stickler, Mike Coe Program -TCD Compton Foundation Amazon Conservation Leadership Initiative – ACLI Moore Foundation Florida-Brazil Program