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Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra epartment of Agricultural and Applied Economics, Texas Tech Universi
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Page 1: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Precision Agriculture: TheRole of Science

Presented by

Dr. Eduardo Segarra

Department of Agricultural and Applied Economics, Texas Tech University

Page 2: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Purpose of presentation

Highlight the relevancy of “science” based research on agriculture, and highlight the

importance of hedonic pricing

Page 3: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

The Agricultural Sector in the 21st. century will be called upon to provide an

abundant, diverse, safe, and of high quality supply of food and fiber at reasonable prices for consumers…. and which is globally competitive, profitable

for producers and processors, and minimizes environmental degradation

Page 4: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Traditional agricultural crop production practices have been based

on broad input utilization prescriptions that ignore site-specific characteristics of crop fields within

farms and/or

across regions

Page 5: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Precision agriculture, precision farming, site-specific management,

or also referred to as remote-sensing farming internalizes

unique features of crop fields to tailor precise input utilization

Page 6: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Specifically, What is Precision Agriculture?

Precision agriculture deals with within-crop field disaggregation of inherent and applied factors of production or other characteristics

which have significant impacts on the overall productivity (amount and quality of output produced) and environmental

implications of crop production

Page 7: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

SPATIAL issues addressed by Precision Agriculture practices

• Soil fertility

• Soil water holding capacity

• Weed and pest infestations

• Fertilizer use

• Irrigation water use

• Chemical use (herbicides & insecticides)

• Quality of output produced

• Yield potential

Page 8: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Spatial Variability of Soil Properties

Organic Matter pH Nitrogen Phosphorus Depth to caliche Slope & altitude

Hydraulic properties

Page 9: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 10: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Nitrogen Lbs/ANitrogen Lbs/A

Page 11: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Nitrogen

Page 12: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 13: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

GreenbugDamage

Page 14: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 15: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Yield

Page 16: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 17: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 18: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 19: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 20: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 21: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 22: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

NO3-N Pre-Season Residual Map from 0 to 12 Inches of Soil Depth,

Gaines County, Texas.

Peanut. NO3-N Pre-Season Residual Map from 0 to 12 Inches of Soil Depth, Gaines County, Texas.

Page 23: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Peanut. Optimal Levels of Spatial Nitrogen Application Map for Precision Farming Practices, Gaines County, Texas.

Page 24: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Spatial Peanut Yield Map for Precision Farming Practices, Gaines County, Texas.

Page 25: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Spatial Peanut Yield Map for Whole-Field Farming Practices,Gaines County, Texas.

Page 26: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Peanut. Spatial Net Revenue Above Nitrogen and Water Costs for Precision Farming Practices, Gaines County, Texas.

Page 27: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Peanut. Spatial Net Revenue Above Nitrogen and Water Costs for Whole-Field Farming Practices, Gaines County, Texas.

Page 28: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Probability Density Function for Peanut Net Revenues Above Nitrogen and Water Costs.

Page 29: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 100 200 300 400 500 600 700 800

Pro

b

Cumulative Density Function for Peanut Net Revenues Above Nitrogen and Water Costs.

Page 30: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Corn. NO3-N Pre-Season Residual Map from 0 to 24 Inches of Soil Depth, Halfway, Texas.

Page 31: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Corn. Optimal Levels of Spatial Nitrogen Application Map for Precision Farming Practices on a Per-Year Basis for a Ten-Year Planning Horizon, Halfway, Texas.

Page 32: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Spatial Corn Yield Map for Precision Farming Practices, Halfway, Texas.

Page 33: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Spatial Corn Yield Map for Whole-Field Farming Practices, Halfway, Texas.

Page 34: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Corn. Spatial Net Revenue Above Nitrogen and Water Costs for a Ten-Year Optimization Model for Precision Farming Practices, Halfway, Texas.

Page 35: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Corn. Spatial Net Revenue Above Nitrogen and Water Costs for a Ten-YearOptimization Model for Whole-Field Farming Practices, Halfway, Texas.

Page 36: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00

Probability Density Function for Corn Net Revenues Above Nitrogen and Water Costs.

Page 37: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 1000 2000 3000 4000 5000 6000 7000

Pro

b

Cumulative Density Function for Corn Net Revenues AboveNitrogen and Water Costs.

Page 38: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Cotton. NO3-N Pre-Season Residual Map from 0 to 12 Inches of Soil Depth, Lamesa, Texas.

Page 39: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Cotton. Optimal Levels of Spatial Nitrogen Application Map for Precision Farming Practices on a Per-Year Basis for a Ten-Year Planning Horizon, Lamesa, Texas.

Page 40: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Cotton. Spatial Net Revenue Above Nitrogen and Water Costs for a Ten-Year Optimization Model for Precision Farming Practices, Lamesa, Texas.

Page 41: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Cotton. Spatial Net Revenue Above Nitrogen and Water Costs for a Ten-Year Optimization Model for Whole-Field Farming Practices, Lamesa, Texas.

Page 42: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

0.00 500.00 1000.00 1500.00 2000.00 2500.00 3000.00

Probability Density Function for Cotton Net Revenues Above Nitrogen and Water Costs, Lamesa, Texas.

Page 43: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 500 1000 1500 2000 2500 3000

Pro

b

Cumulative Density Function for Cotton Net Revenues Above Nitrogen and Water Costs, Lamesa, Texas.

Page 44: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 45: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 46: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 47: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 48: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 49: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 50: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 51: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 52: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 53: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.
Page 54: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

Derivation of PA Practices

• Determine plant growth conditions on a per unit land area basis

• Understand the interactions of plant stress and applied inputs on output production AND quality

• Use variable rate technology to apply inputs where AND when needed

• Develop decision aids for improved crop management (yield and quality)

Page 55: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

TECHNOLOGY TRANSFER •Irrigation and Fertilizer use - according to Best Management Practices (BMP)

•IPM on a per unit land area basis

•Optimization of profits (amount of output produced and its quality)

•Minimization of environmental damage

Page 56: Precision Agriculture: The Role of Science Presented by Dr. Eduardo Segarra Department of Agricultural and Applied Economics, Texas Tech University.

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