Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B...

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Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03 University of Dar Es Salaam

Transcript of Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B...

Page 1: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Modeling Future Land Use, Regional Climate, and Maize

Yields in East AfricaNathan Moore, B Pijanowski, B Lofgren, G Alagarswamy,

J Andresen, J Olson

B43H-03

University of Dar Es Salaam

Page 2: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

What is the nature and magnitude of climate-land interactions?

GCM versus RCMIPCC, radiative forcings

Coupling human and natural systems

Fundamental Research Question:

Page 3: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Focused Questions/Motivation

Question 1: What are likely Climate Change and Land Cover Change Impacts on Future East African Agriculture?

Question 2: Is Land Cover/Land Use Change asimportant as Greenhouse Gas Concentrations at the Regional Scale?

Page 4: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Conceptual Framework of the Modeling System

Spatial scales / temporal scales / uncertainty

Human Systems

Land Use & Land Cover

Climate

Effects on Agriculture

Herding, Agriculture,

Urban, Irrigation, etc

Surface Characteristics

Many pathways

Page 5: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Upper Embu coffee & maize farms --- slopes of Mt. Kenya

Page 6: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Major Data Sources and Models

• Land Use: Historical LUC studies, Africover. Model: Land Transformation Model (LTM)

• Land Cover: GLC 2000, MODIS fc & LAI (seasonal)

• Climate: CCSM 3.0 boundary conditions, RAMS 4.4, Worldclim station data,

ECHAM5, HadCM3

• NPP Models: CERES/Maize, LPJ

Page 7: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

What changes do we expect in agricultural land cover?

Land cover in 2000 Land cover in 2050 (projected)

Lowered roughness, higher moisture

Page 8: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

4 experiments for exploring climate and landscape effects

Land Cover Global Climate Comparison:

1: Current Current Baseline

2: Current 2050 decade Future climate effects only

3: 2050 decade Current Future land cover effects only

4: 2050 decade 2050 decade Synergistic effects

Page 9: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Results from the 4 experiments

Focus on Differences:

A.Future Climate Effects (2-1)

B. Land Cover/Land Use Effects (3-1)

C. Synergistic Effects (4-1)

Page 10: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Differences in Precipitation

Climate Change Land Cover/Land Use Synergistic EffectsEffects Change (LCLUC) Effects

Page 11: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Differences in Temperature

Climate Change LCLUC Synergistic EffectsEffects Effects

Page 12: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Climate Change LCLUC Synergistic EffectsEffects Effects (7.8 W/m2) (-2.8 W/m2) (8.6 W/m2)

Differences in Latent Heat Flux

Page 13: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Win

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LC

LUC

Page 14: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Projected in Maize Yield Climate and Landscape Forcings

Q1: Impacts on African Agriculture

Human Systems

Land Use & Land Cover

Climate

Effects on Agriculture

Herding, Agriculture,

Urban, Irrigation, etc

Surface Characteristics

Page 15: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Relative Impact of Greenhouse Gases vs. Land Use Change

Page 16: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Land Use and Climate may have strong impacts on East African Agriculture, and thus on humans (feedbacks)

Land Cover/Land Use may have impacts on the same scale as elevated Greenhouse Gas Concentrations, but highly localized effects

Tharaka, Kenya

Summary

Page 17: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.
Page 18: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Coupling Human Systems to Land Use/Land Cover

Human Systems

Land Use & Land Cover

Climate

Effects on Crops, Disease,

Ecosystems, etc

Herding, Agriculture,

Urban, Irrigation, etc

Surface Characteristics

Page 19: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Conclusion

• Potential problems related toagricultural futures in Africa

• Relative roles of greenhouses gases versus Land Cover/Land Use Change on climate

• Interdisciplinary issues of societal import; continuing savannas research

Page 20: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Surface Characteristics influencing Climate

Important to include regional and local characteristics

Human Systems

Land Use & Land Cover

Climate

Effects on Crops, Disease,

Ecosystems, etc

Herding, Agriculture,

Urban, Irrigation, etc

Surface Characteristics

Page 21: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Projected in Maize Yield Climate Forcings Only

Page 22: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

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Landscape Inputs

An Illustration of Climate and Land Cover Drivers

The Climate Model Domain

Page 23: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Relative Impact of Greenhouse Gases vs. Land Use Change: Tmax

Page 24: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Projected in Maize Yield: Landscape Forcings Only

Page 25: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Differences in Sensible Heat Flux

Page 26: Modeling Future Land Use, Regional Climate, and Maize Yields in East Africa Nathan Moore, B Pijanowski, B Lofgren, G Alagarswamy, J Andresen, J Olson B43H-03.

Conceptual framework: A walk around “The Loop”

Global Climate:From CCSM model

CLIMATE DYNAMICS

RAMS simulations

CERES-MAIZE(Crop model)

Land Transformation Model (LTM)

Land cover input to RAMS

Land

cov

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C, LAI)Tm

in, Tmax, solar, precip