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The cost of doing business
ecological
agricultural
>
>
Christine S. O’Connell
 Pre-Thesis Seminar
 2 October 2013
Amazon rundown:
Background
Key questions
The Amazon is an
Enormous gear 1
Amazonia’s biomass stores
100 billion tonnes of carbon
Saatchi et al. (2007)
of precipitation in
Amazonia is returned to
the atmosphere by plants.
60%
Brienen et al. (2012)
This plant evapotranspiration balances
excess solar energy
West et al. (2011)
West et al. (2011)
High
net
energy
Most of it lost via plantspumping water, notthrough surface heating
Whirlwind on deforested land, 
Mato Grosso, BRA
Human use is rapid
and changing 2
of the Amazon is
deforested
17%
Nepstad et al. (1999)
…much of that for agricultural
export commodities
DeFries et al. (2013), MacDonald et al. in prep
Brazilian
soybean
yields rose
by 50% from
1990 to 2008
Ray et al. (2013)
And head of cattle in
the Brazilian Amazon
rose by 100%
Instituto Brasileiro de Geografia e Estatística (2008)
There is no one
Amazon ecology 3
Let’s take a quick tour of the Amazon…
 - Total biomass
~= 130 MgC/ha
- NPP disputed,
possibly ~= 7
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 60


- Total biomass
~= 175 MgC/ha
- NPP ~= 10
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 200


Saatchi et al. (2011), Aragao et al. (2009), Del
Grosso et al. (2008), Ter Steege et al. (2003)
NPP = net primary productivity;
LULCC = land-use/land-cover change
Let’s take a quick tour of the Amazon…
 - Total biomass
~= 130 MgC/ha
- NPP disputed,
possibly ~= 7
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 60


- Total biomass
~= 175 MgC/ha
- NPP ~= 10
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 200


Monfreda et al. (2008), Aragao et al. (2009), Del
Grosso et al. (2008), Ter Steege et al. (2003)
- Total biomass
~= 175 MgC/ha
- NPP ~= 10
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 200
- Low amounts of
LULCC
- Total biomass
~= 130 MgC/ha
- NPP disputed,
possibly ~= 7
MgC/ha/yr
- Tree diversity as
Fisher’s α ~= 60
- High amounts of
LULCC
NPP = net primary productivity;
LULCC = land-use/land-cover change
Amazon rundown:
Background
Key questions
The
Big Gap
How will Amazonia’s role in the earth
system be affected by human use?
And What are the Tradeoffs?
Tradeoffs, here, compare the ecological losses to
the agricultural gains from LULCC
Tradeoffs, here, compare the ecological losses to
the agricultural gains from LULCC 
A similar
calculation yields:

3/125 
= 24*10-3 Mg soy
gained/Mg C lost/
ha (30% more ag
per unit C lost)
Modeled ag gains
Soybean fields yield
3.1 Mg/ha

Modeled C losses
Forest à ag
transition loses 170
MgC/ha

Ex. Ag/C Tradeoff
3.1/170 
= 18*10-3 Mg soy
gained/Mg C lost/ha
Monfreda et al. (2008), O’Connell et al. in prep
Q What are the tradeoffs to
extensified
(expanding) agriculture?
Q
FIRST:
How do different
ecological tradeoffs vary
across space?
We combined data from remote
sensing, model output, and
geostatistical datasets to assess
spatial tradeoff variation
•  Changes in carbon (C) stocks
•  Energy balance regulation
•  Habitat quality
•  Agricultural productivity
O’Connell et al. in prep
C stock reductions relate to precip and flooding
Local drying post-LULCC is greater in the seasonal E
O’Connell et al. in prep
O’Connell et al. in prep
…and local warming is higher in the same area
All 3 taxa sets have highest diversity in the Andes
O’Connell et al. in prep
O’Connell et al. in prep
Tradeoffs consider both gains and losses
Calories gained / change
in ecosystem property
Climate Reg; Habitat; C Stock
O’Connell et al. in prep
The tradeoffs of agricultural extensification
depend on which environmental variable
is being prioritized and the biophysical
regional context.
Q
SECOND:
How do future LULC
scenarios compare to an
Amazonia managed for
tradeoff efficiency?
Estimate calories
produced in
2050 from a
projected LULC
arrangement
Step 1
Step 2
Solve for LULC in
Amazonia that
produces the same
number of calories at
least cost to
ecological functioning
Soares-Filho et al. (2006)
Expected Results
Business-As-Usual 


 Optimized
MeanReductioninBiomass
CarbonStocks/ha
Effects on C stocks to produce 
XX agricultural output
Same agricultural
output with a lower
ecological impact
when managing fortradeoffs
Amazon rundown:
Background
Key questions
Q What are the tradeoffs to
intensified
(industrial) agriculture?
Q
FIRST:
How is intensified
agriculture changing
nitrous oxide (N2O)
emissions?
N2O,
nitrous oxide, is a
greenhouse gas with
300 times the warming
potential of CO2.
•  Emitted by multiple distributed
microbial processes
•  Regulated by temp, pH, H2O, and
availability of oxygen, organic carbon,
labile nitrogen
•  Intensified agricultural management
alters N availability – now in Amazonia
•  Baseline forest
Extractable N pools: ~4-5
mg N/kg dry soil
•  Soybean cropland
N inputs: N-fixing crop
(~170 kg N/ha), lower C
and H2O
•  Soy/maize double
cropping
N inputs: N fertilizer
addition (~60 kg N/ha),
lower C and H2O
Treatments vary by
LULC
Field measurement of N pools and fluxes
designed to quantify spatial and temporal variation
J 
F 
M 
A 
M 
J 
J 
A 
S 
O 
N 
D
(--------2014--------)
 (--------------2013--------------)
Forest (control) Highest
Soy/Maize Middle
Soy Lowest
J 
F 
M 
A 
M 
J 
J 
A 
S 
O 
N 
D
(--------2014--------)
 (--------------2013--------------)
Annual N2O
Emissions

Forest (control) Middle
Soy/Maize Highest
Soy Lowest
Annual N2O
Emissions

Expected Results
N2Ofluxes
(μgNm−2hr−1)
N2Ofluxes
(μgNm−2hr−1)
Intensifying Amazonian croplands via double
cropping with N fertilizer is a novel land use with
poorly understood N2O emissions
consequences.
Q
SECOND:
How are N2O emissions
from intensification
affecting the regional
GHG budget?
From Galford et al. (2010)
Work with
collaborators to
quantify LULC trend
Step 1
Use field results with
a process-based
model to correct for
abiotic factors
Step 2
Step 3
Scale across region
Intensification in eastern Amazonia yields double
the agricultural production.

But perhaps at an ecological cost of rising
greenhouse gas emissions
…a tradeoff specific to intensified agriculture.
Q
What do the ecological
tradeoffs of agriculture
imply for governance and
policy?
Thanks very much
Photo credits
Flickr CC Users
CIFOR
Billtacular
Jacsonquerubin
flinner!
Carine06
LeoFFreitas
terrydu
ggallice
Icelight
MODIS images via NASA
Obrigada to
The Foley, Polasky, Powers and
Hobbie lab groups

BCE: Aaron, Charlotte, Jane,
Kristen, Tricia

Supporting agencies, institutions
and collaborators below,
especially the IPAM field team

Friends and family
Christine S. O’Connell, coconn@umn.edu, UMN EEB/IonE
Backup slides
Intensified agricultural management is
changing N availability via fertilizer use
…increasingly now in the Amazon
•  Baseline forest
Extractable N pools:
~4-5 mg N/kg dry soil
Organic C: rel. high
Soil moisture: rel. high
N inputs: N-fixing tree
species
•  Soybean cropland
•  Soy/maize double
cropping
Treatments vary by
LULC
•  Baseline forest
•  Soybean cropland
Extractable N pools: rel.
lower?
Organic C: rel. lower
Soil moisture: rel. lower
N inputs: N-fixing crop
(~170 kg N/ha)
•  Soy/maize double
cropping
Treatments vary by
LULC
•  Baseline forest
•  Soybean cropland
•  Soy/maize double
cropping
Extractable N pools: rel.
lower?
Organic C: rel. lower
Soil moisture: re. lower
N inputs: N fertilizer
addition (~60 kg N/ha)
Treatments vary by
LULC
West et al. (2011)
High
net
energy
Most of it lost via plantspumping water, notthrough surface heating
Deforestation has become uncoupled from commodity
production in some portions of the Brazilian Amazon
Macedo et al. (2012)
Supplemental	
  Table	
  2:	
  Current	
  harvested	
  area	
  and	
  quan6ty	
  produced	
  for	
  key	
  
crops	
  in	
  Brazil	
  and	
  the	
  Brazilian	
  Legal	
  Amazon	
  (data:	
  IGBE).	
  	
  Key	
  crops	
  here	
  are	
  
Brazil’s	
  top	
  ten	
  crops	
  by	
  harvested	
  area	
  (2009-­‐11	
  average)	
  and	
  banana	
  and	
  
tomato,	
  which	
  are	
  in	
  Brazil’s	
  top	
  ten	
  crops	
  by	
  produc6on	
  (2009-­‐2011	
  average).	
  
	
  
O’Connell et al. in prep
Macedo et al. (2012), INPE
Annual deforestation, Brazilian AmazonAreadeforested(km2)
Peaked in
the
mid-2000s
0
50000
100000
150000
200000
250000
Amazon
 Next Six Largest Rivers
AverageDischarge(m3/s)
Amazon
Ganges
Congo
Orinoco
Yangtze
Parana
Yenisei
209,000 m3/s
The water flow out of the Amazon
River is greater than the world’s next
six largest rivers combined
191,000 m3/s
(total)
Agricultural yield, main text
Biodiv taxa maps, supplemental fig
Climate reg, supplemental fig
Net	
  Radia)on	
   Latent	
  Heat	
  Flux	
   Sensible	
  Heat	
  Flux	
  
Natural	
  Vegeta)on	
  Soybean	
  Grass	
  
0 20 40 60 80 100 120 140
W·m-2
0 20 40 60 80 100 120 140
W·m-2
Degrees Celsius
0	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  1.3	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  2.7	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  4.0	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  5.3	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  6.7	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  8.0	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  9.3
0 20 40 60 80 100 120 140
W·m-2
mm H2O
0	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  0.8	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  1.5	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  2.3	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  3.1	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  3.8	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  4.6	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  5.4
Climate reg, supplemental fig
-30 -20 -10 0 10 20 30
W·m-2
mm H2O
-1.1 -0.8 -0.4 0 0.4 0.8 1.1
-30 -20 -10 0 10 20 30
W·m-2
Degrees Celsius
-2.0 -1.3 -0.7 0 0.7 1.3 2.0
-35 -30 -25 -20 -15 -10 -5 0
W·m-2
mm H2O
-1.3 -1.1 -1.0 -0.8 -0.6 -0.4 -0.2 0
-35 -30 -25 -20 -15 -10 -5 0
W·m-2
Degrees Celsius
-2.3 -2.0 -1.7 -1.3 -1.0 -0.7 -0.3 0
We combined data from remote
sensing, model output, and
geostatistical datasets to assess
tradeoff variation across space
Carbon stock
 Combined satellite data and land-use
information
Regional
climate
Process-based model runs
Habitat quality
 Statistical species range models
Agricultural
production
Regression models using public
agricultural data
Chapin, Matson, Vitousek (2011)
Venterea et al. (2012)
Venterea et al. (2012)
We are limited by
ideas, not by tools
- Peter Groffman

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The ecological cost of doing agricultural business

  • 1. The cost of doing business ecological agricultural > > Christine S. O’Connell Pre-Thesis Seminar 2 October 2013
  • 3. The Amazon is an Enormous gear 1
  • 4. Amazonia’s biomass stores 100 billion tonnes of carbon Saatchi et al. (2007)
  • 5. of precipitation in Amazonia is returned to the atmosphere by plants. 60% Brienen et al. (2012)
  • 6. This plant evapotranspiration balances excess solar energy West et al. (2011)
  • 7. West et al. (2011) High net energy Most of it lost via plantspumping water, notthrough surface heating
  • 8. Whirlwind on deforested land, Mato Grosso, BRA
  • 9. Human use is rapid and changing 2
  • 10. of the Amazon is deforested 17% Nepstad et al. (1999)
  • 11. …much of that for agricultural export commodities DeFries et al. (2013), MacDonald et al. in prep
  • 12. Brazilian soybean yields rose by 50% from 1990 to 2008 Ray et al. (2013)
  • 13. And head of cattle in the Brazilian Amazon rose by 100% Instituto Brasileiro de Geografia e Estatística (2008)
  • 14. There is no one Amazon ecology 3
  • 15. Let’s take a quick tour of the Amazon… - Total biomass ~= 130 MgC/ha - NPP disputed, possibly ~= 7 MgC/ha/yr - Tree diversity as Fisher’s α ~= 60 - Total biomass ~= 175 MgC/ha - NPP ~= 10 MgC/ha/yr - Tree diversity as Fisher’s α ~= 200 Saatchi et al. (2011), Aragao et al. (2009), Del Grosso et al. (2008), Ter Steege et al. (2003) NPP = net primary productivity; LULCC = land-use/land-cover change
  • 16. Let’s take a quick tour of the Amazon… - Total biomass ~= 130 MgC/ha - NPP disputed, possibly ~= 7 MgC/ha/yr - Tree diversity as Fisher’s α ~= 60 - Total biomass ~= 175 MgC/ha - NPP ~= 10 MgC/ha/yr - Tree diversity as Fisher’s α ~= 200 Monfreda et al. (2008), Aragao et al. (2009), Del Grosso et al. (2008), Ter Steege et al. (2003) - Total biomass ~= 175 MgC/ha - NPP ~= 10 MgC/ha/yr - Tree diversity as Fisher’s α ~= 200 - Low amounts of LULCC - Total biomass ~= 130 MgC/ha - NPP disputed, possibly ~= 7 MgC/ha/yr - Tree diversity as Fisher’s α ~= 60 - High amounts of LULCC NPP = net primary productivity; LULCC = land-use/land-cover change
  • 19. How will Amazonia’s role in the earth system be affected by human use? And What are the Tradeoffs?
  • 20. Tradeoffs, here, compare the ecological losses to the agricultural gains from LULCC
  • 21. Tradeoffs, here, compare the ecological losses to the agricultural gains from LULCC A similar calculation yields: 3/125 = 24*10-3 Mg soy gained/Mg C lost/ ha (30% more ag per unit C lost) Modeled ag gains Soybean fields yield 3.1 Mg/ha Modeled C losses Forest à ag transition loses 170 MgC/ha Ex. Ag/C Tradeoff 3.1/170 = 18*10-3 Mg soy gained/Mg C lost/ha Monfreda et al. (2008), O’Connell et al. in prep
  • 22. Q What are the tradeoffs to extensified (expanding) agriculture?
  • 23. Q FIRST: How do different ecological tradeoffs vary across space?
  • 24. We combined data from remote sensing, model output, and geostatistical datasets to assess spatial tradeoff variation •  Changes in carbon (C) stocks •  Energy balance regulation •  Habitat quality •  Agricultural productivity
  • 25. O’Connell et al. in prep C stock reductions relate to precip and flooding
  • 26. Local drying post-LULCC is greater in the seasonal E O’Connell et al. in prep
  • 27. O’Connell et al. in prep …and local warming is higher in the same area
  • 28. All 3 taxa sets have highest diversity in the Andes O’Connell et al. in prep
  • 29. O’Connell et al. in prep Tradeoffs consider both gains and losses Calories gained / change in ecosystem property
  • 30. Climate Reg; Habitat; C Stock O’Connell et al. in prep
  • 31. The tradeoffs of agricultural extensification depend on which environmental variable is being prioritized and the biophysical regional context.
  • 32. Q SECOND: How do future LULC scenarios compare to an Amazonia managed for tradeoff efficiency?
  • 33. Estimate calories produced in 2050 from a projected LULC arrangement Step 1 Step 2 Solve for LULC in Amazonia that produces the same number of calories at least cost to ecological functioning Soares-Filho et al. (2006)
  • 34. Expected Results Business-As-Usual Optimized MeanReductioninBiomass CarbonStocks/ha Effects on C stocks to produce XX agricultural output Same agricultural output with a lower ecological impact when managing fortradeoffs
  • 36. Q What are the tradeoffs to intensified (industrial) agriculture?
  • 37. Q FIRST: How is intensified agriculture changing nitrous oxide (N2O) emissions?
  • 38. N2O, nitrous oxide, is a greenhouse gas with 300 times the warming potential of CO2. •  Emitted by multiple distributed microbial processes •  Regulated by temp, pH, H2O, and availability of oxygen, organic carbon, labile nitrogen •  Intensified agricultural management alters N availability – now in Amazonia
  • 39. •  Baseline forest Extractable N pools: ~4-5 mg N/kg dry soil •  Soybean cropland N inputs: N-fixing crop (~170 kg N/ha), lower C and H2O •  Soy/maize double cropping N inputs: N fertilizer addition (~60 kg N/ha), lower C and H2O Treatments vary by LULC
  • 40. Field measurement of N pools and fluxes designed to quantify spatial and temporal variation
  • 41. J F M A M J J A S O N D (--------2014--------) (--------------2013--------------) Forest (control) Highest Soy/Maize Middle Soy Lowest J F M A M J J A S O N D (--------2014--------) (--------------2013--------------) Annual N2O Emissions Forest (control) Middle Soy/Maize Highest Soy Lowest Annual N2O Emissions Expected Results N2Ofluxes (μgNm−2hr−1) N2Ofluxes (μgNm−2hr−1)
  • 42. Intensifying Amazonian croplands via double cropping with N fertilizer is a novel land use with poorly understood N2O emissions consequences.
  • 43. Q SECOND: How are N2O emissions from intensification affecting the regional GHG budget?
  • 44. From Galford et al. (2010) Work with collaborators to quantify LULC trend Step 1 Use field results with a process-based model to correct for abiotic factors Step 2 Step 3 Scale across region
  • 45. Intensification in eastern Amazonia yields double the agricultural production. But perhaps at an ecological cost of rising greenhouse gas emissions …a tradeoff specific to intensified agriculture.
  • 46. Q What do the ecological tradeoffs of agriculture imply for governance and policy?
  • 47. Thanks very much Photo credits Flickr CC Users CIFOR Billtacular Jacsonquerubin flinner! Carine06 LeoFFreitas terrydu ggallice Icelight MODIS images via NASA Obrigada to The Foley, Polasky, Powers and Hobbie lab groups BCE: Aaron, Charlotte, Jane, Kristen, Tricia Supporting agencies, institutions and collaborators below, especially the IPAM field team Friends and family Christine S. O’Connell, coconn@umn.edu, UMN EEB/IonE
  • 48.
  • 50. Intensified agricultural management is changing N availability via fertilizer use …increasingly now in the Amazon
  • 51. •  Baseline forest Extractable N pools: ~4-5 mg N/kg dry soil Organic C: rel. high Soil moisture: rel. high N inputs: N-fixing tree species •  Soybean cropland •  Soy/maize double cropping Treatments vary by LULC
  • 52. •  Baseline forest •  Soybean cropland Extractable N pools: rel. lower? Organic C: rel. lower Soil moisture: rel. lower N inputs: N-fixing crop (~170 kg N/ha) •  Soy/maize double cropping Treatments vary by LULC
  • 53. •  Baseline forest •  Soybean cropland •  Soy/maize double cropping Extractable N pools: rel. lower? Organic C: rel. lower Soil moisture: re. lower N inputs: N fertilizer addition (~60 kg N/ha) Treatments vary by LULC
  • 54. West et al. (2011) High net energy Most of it lost via plantspumping water, notthrough surface heating
  • 55. Deforestation has become uncoupled from commodity production in some portions of the Brazilian Amazon Macedo et al. (2012)
  • 56. Supplemental  Table  2:  Current  harvested  area  and  quan6ty  produced  for  key   crops  in  Brazil  and  the  Brazilian  Legal  Amazon  (data:  IGBE).    Key  crops  here  are   Brazil’s  top  ten  crops  by  harvested  area  (2009-­‐11  average)  and  banana  and   tomato,  which  are  in  Brazil’s  top  ten  crops  by  produc6on  (2009-­‐2011  average).     O’Connell et al. in prep
  • 57. Macedo et al. (2012), INPE Annual deforestation, Brazilian AmazonAreadeforested(km2) Peaked in the mid-2000s
  • 58. 0 50000 100000 150000 200000 250000 Amazon Next Six Largest Rivers AverageDischarge(m3/s) Amazon Ganges Congo Orinoco Yangtze Parana Yenisei 209,000 m3/s The water flow out of the Amazon River is greater than the world’s next six largest rivers combined 191,000 m3/s (total)
  • 60. Biodiv taxa maps, supplemental fig
  • 61. Climate reg, supplemental fig Net  Radia)on   Latent  Heat  Flux   Sensible  Heat  Flux   Natural  Vegeta)on  Soybean  Grass   0 20 40 60 80 100 120 140 W·m-2 0 20 40 60 80 100 120 140 W·m-2 Degrees Celsius 0                          1.3                      2.7                      4.0                        5.3                      6.7                      8.0                    9.3 0 20 40 60 80 100 120 140 W·m-2 mm H2O 0                          0.8                      1.5                      2.3                      3.1                      3.8                      4.6                    5.4
  • 62. Climate reg, supplemental fig -30 -20 -10 0 10 20 30 W·m-2 mm H2O -1.1 -0.8 -0.4 0 0.4 0.8 1.1 -30 -20 -10 0 10 20 30 W·m-2 Degrees Celsius -2.0 -1.3 -0.7 0 0.7 1.3 2.0 -35 -30 -25 -20 -15 -10 -5 0 W·m-2 mm H2O -1.3 -1.1 -1.0 -0.8 -0.6 -0.4 -0.2 0 -35 -30 -25 -20 -15 -10 -5 0 W·m-2 Degrees Celsius -2.3 -2.0 -1.7 -1.3 -1.0 -0.7 -0.3 0
  • 63. We combined data from remote sensing, model output, and geostatistical datasets to assess tradeoff variation across space Carbon stock Combined satellite data and land-use information Regional climate Process-based model runs Habitat quality Statistical species range models Agricultural production Regression models using public agricultural data
  • 65. Venterea et al. (2012)
  • 66. Venterea et al. (2012)
  • 67.
  • 68. We are limited by ideas, not by tools - Peter Groffman