a geospatial analysis of future food demand and carbon- preserving cropland expansion: implications...

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Justin Johnson, Ben Senauer & Ford Runge Paper co-authors: Jonathan Foley and Stephen Polasky

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Page 1: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Justin Johnson, Ben Senauer & Ford Runge

Paper co-authors: Jonathan Foley and Stephen Polasky

Page 2: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Feed 9 Billion People by 2050

The Challenge:

Page 3: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

How can we feed this many people while

minimizing environmental degradation?

Page 4: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Increasing yields on existing croplands will meet 70-80% of future food demand.

But yield increases are slowing.

Assume need for 25% expansion in cropland

Page 5: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Some Cropland Expansion is Necessary

• Yield increases alone are insufficient to produce 100% more calories by 2050

• The problem:• Cropland expansion dramatically

reduces environmental value

Source: Ray et al. 2013

Page 6: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

For the all arable hectares on Earth, we ask:

should we cultivate this field to grow food…

or protect it to preserve environmental value?

Page 7: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Natural lands provide Ecosystem Services

• “Natural processes that provide economic value to humans”

• Water purification

• Soil quality

• Pollination of crops

• Climate regulation• From carbon storage

Page 8: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Identifying the optimized trade-off globally

• We use high-resolution remote sensing data combined with regular ground-based surveys.

• Data divides the earth into 5x5 minute grid-cells.

• Approximately 10x10 km at the equator. About 10 million globally.

• To say more precisely where we should expand agriculture

Page 9: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Graphical description of our method

• For each grid-cell, define the comparative advantage of food production relative to the loss of carbon storage

• In this example, a higher number means the grid-cell is relatively good at producing food

• The color corresponds to the number

.25 .5 1

.12 3 1

.12 .5 2

Page 10: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Calories per tons of carbon storage

0 300,000 500,000

We Apply this Approach Globally

Page 11: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Methodology of Crop Advantage

• We define the relative advantage of cultivation for every grid-cell as “Crop Advantage”

• Crop Advantage = Calorie Yield / Carbon Loss

𝐶𝐴 =𝐶𝑌

Δ𝐶

• This represents net benefit of converting land to cultivation while taking into account marginal costs of carbon loss

Page 12: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Calories per Grid Cell

0 1e+11 2e+11

This defines the numerator in crop advantage: caloric yield.

Page 13: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

This defines the denominator of crop advantage:carbon storage change.

Carbon Storage Loss

Page 14: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Calories per tons of carbon storage

0 300,000 500,000

The ratio of these defines Crop Advantage

How do we use crop advantage to define the optimal areas to extensify?

Page 15: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Optimization Method

Page 16: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

The Food-Carbon Tradeoff

• We need to increase food production by 100% by 2050

• What about carbon?

100% more food

Current food production

Food Produced (quadrillion calories)0 11 22

Page 17: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

The Food-Carbon Tradeoff• Add carbon storage on the

vertical axis

• Every point represents a combination of carbon storage and food production

• For example, suppose we currently are at the indicated point

• When we produce more calories, we will likely lose carbon

Car

bo

n S

tore

d

Food Produced (quadrillion calories)0 11 22

Situationtoday

Produces enough calories but loses carbon storage

Page 18: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

The Food-Carbon Tradeoff

• Our optimization approach checks all possible choices of where cropland can expand

• Identifies which choices result in the least amount of carbon loss.

• Restrict our analysis to grid-cells between 5 & 95% cultivated.

Car

bo

n S

tore

d

Food Produced (quadrillion calories)0 11 22

Potential future scenarios

Situationtoday

Optimal future scenario

Page 19: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions
Page 20: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Define Two Scenarios

• 1.) Carbon-Selective Scenario (optimal)• Expand cultivation on the land that minimizes carbon loss while meeting caloric

targets

• 2.) Business as Usual (BAU) Scenario• Expand cultivation to meet caloric targets, but ignore carbon storage

• We compare these scenarios to see what we need to do differently

Page 21: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Present Situation

Carbon-Selective ScenarioBAU Scenario

BAU land-use(based on existing policy, market forces and other

drivers)

Carbon-Selective land-use(based on same drivers)

Comparing these two scenarios shows what we need to do

Page 22: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Comparison of Optimal vs. BAU Scenarios

Proportion of grid-cell preserved-0.5 0 0.5

Green cells indicate where the optimal scenario preserves more land than BAU.Red means the optimal solution loses carbon storage relative to BAU.

Page 23: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Zoomed in on the U.S. Corn Belt and S.E Asia

Page 24: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Crop advantage and extensification in optimal and BAU simulations for the U.S. Corn Belt (left) and S.E. Asia (right).

Crop Advantage (calories per tons carbon storage)

0 300,000 500,000

Proportion of grid-cell preserved from extensification

-0.5 0 0.5

Expand at the edges of existing agricultural centers

• Places like the Corn Belt & SE Asian deltas have extremely high crop advantage (top)

• But these areas already are near or at maximum cultivation

• The best remaining areas are on the edges of the high CA areas

Page 25: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions
Page 26: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Tons per grid-cell-15,000 0 15,000

Net Carbon Storage Change.

All together, this is 6 billion metric tons of carbon saved

How much carbon did we save?

Page 27: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Value using a Social Cost of Carbon

Climate scientists calculate that a ton of carbon storage is worth $181 in avoided climate change damages.

Thus, we save $1.06 trillion by optimizing by 2050.

Page 28: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Policy Discussion

• Smartly expanding agriculture saves a very large amount of carbon.

• If we want to minimize carbon loss, we should target cropland expansion on the edges of existing bread baskets, not in carbon-rich areas.

• Even when considering food security, forests are almost always worth protecting rather than cultivating, especially tropical rainforests.

• The $1.06 trillion figure likely underestimates the value dramatically• Only one ecosystem service considered

Page 29: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

Policy Discussion

• Optimal expansion is difficult. • We may not get there,

• but knowing the full costs helps us know how to move toward the optimum.

• Future research will add more detail:• More information on costs of intensification and expansion

• More ecosystem services

• More specific policies: Food-for-Nature Payments

• Currently analyzing various combinations of intensification & extensification.

• 70% increase in caloric needs; consistent with the economics literature.

• And potential policy incentives.

Page 30: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions

For Further Information

• Justin Andrew Johnson, Carlisle Ford Runge, Benjamin Senauer, Jonathan Foley, and Stephen Polasky. 2014. “Global agriculture and carbon trade-offs”. Proceedings of the National Academy of Sciences, vol. 111, no. 34 (August 26): 12342-12347. (Supplemental Information, 14 pages)

Page 31: A Geospatial Analysis of Future Food Demand and Carbon- Preserving Cropland Expansion: Implications for Tropical Regions