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Trends in Agricultural Chemical Concentrations for Three Sites
with Corn Production
Ashlynn StillwellCE397: Statistics for Water Resources
April 30, 2009
Outline
• Background• Hypotheses• Data & Results• Current Conclusions• Future Work• Questions
Ashlynn StillwellCE397 | 4/30/2009
Background
• Policy mandates increase in biofuels• Major feedstock for ethanol is corn• Chemicals used to grow corn can pollute
water
Ashlynn StillwellCE397 | 4/30/2009
Hypotheses
1. Corn production has increased over time.2. Agricultural chemicals in water have
increased over time.3. There is a positive relationship between corn
production and chemical concentrations.
Ashlynn StillwellCE397 | 4/30/2009
Sites
1 2
3
Ashlynn StillwellCE397 | 4/30/2009
Corn Production
Ashlynn StillwellCE397 | 4/30/2009
Agricultural Chemicals
• Total nitrogen vs. time not statistically different from mean (R2 = 0.028)
• Similar for phosphorus and atrazine (R2 ≤ 0.3)
• Only one R2 > 0.047
Ashlynn StillwellCE397 | 4/30/2009
Corn-Chemical Relationship
Ashlynn StillwellCE397 | 4/30/2009
Corn-Chemical Regression
Nitrogen = 5.64 - 1.6E-05*Corn (2.85) (-1.17)
R2 = 0.15 Se = 1.71 F = 1.37
Phosphorus = 0.61 - 2.4E-06*Corn (5.66) (-3.21)
R2 = 0.56 Se = 0.09 F = 10.3
Atrazine = 7.95 - 4E-05*Corn(2.22) (-1.80)
R2 = 0.45 Se = 2.02 F = 3.24Ashlynn Stillwell
CE397 | 4/30/2009
Current Conclusions
1. Corn production has increased at each of the three sites.
2. No statistically significant increase in chemical concentrations at three sites.
3. Small negative relationship between corn and chemicals, though not always significant.
Ashlynn StillwellCE397 | 4/30/2009
Future Work
• Perform statistical tests on difference between means
• Consider transforming data for better regression fit
• Use SPARROW to estimate nitrogen at sites• Write report
Ashlynn StillwellCE397 | 4/30/2009
Questions
Ashlynn StillwellCE397 | 4/30/2009