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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

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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