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Jan 2008 www.GeoAgris.com
Goals www.GeoAgris.com
•Test AgroFresh product under real field conditions
•Use PA (Precision Agriculture) to
•Increase operation capacity by getting data automatically
•Filter noise by taking into account field spatial heterogeneity
•Get yield response information from different stress conditions (environments) within the same paddock
Background www.GeoAgris.com
Typical Strip design
Applied AppliedNot
AppliedNot
Applied
Background www.GeoAgris.com
54.28
59.32
57.59
60.25
Typical Strip Design
Paddock
Background www.GeoAgris.com
Without PA technology: -strip result may be influenced by spatial
heterogeneity (noise)
-different responses under different stress conditions may be hidden because strip yield result is the average of different stress conditions along strip
PA can:
-Filter spatial heterogeneity noise
-Obtain yield response information for different stress conditions
Methods www.GeoAgris.com
Paddock selection
Spatial Heterogeneity Analysis with previous years data
Strip design crossing (perpendicular to) heterogeneity limits
Product application and application control
Combine calibration
Harvest and combine control
Data Analysis
Methods www.GeoAgris.com
Paddock selection
Results www.GeoAgris.com
La Gambeta 2007-2008 Trigo
Results www.GeoAgris.com
Calibration Trial Harvest
Max Error: 1 %
combine yield monitorvs.
standard scale
Results www.GeoAgris.com
La Gambeta 2007-2008 Trigo (QQ/ha)
REPET APP TEST DiferenciaR1 66,14 62,86 3,28R2 62,33 63,66 -1,33R3 63,38 62,26 1,12R4 64,46 63,98 0,48R5 65,99 65,39 0,59Total general 64,46 63,63 0,83
P-Value 0,1625
Results www.GeoAgris.com
Analysis by environments of different yield potential levels
Low Yield Area 52 QQ/haMid Yield 62 QQ/ha
High Yield Area 70 QQ/ha
Results www.GeoAgris.com
Analysis by environments of different yield potential levels
Agregar cuadro con el rendimiento promedio de cada ambiente
Ambiente Repetición APP TEST Diferencia Diferencias P-ValueR1 55.11 54.87 0.24R2 50.93 54.13 -3.20R3 50.21 52.05 -1.83R4 51.41 49.24 2.17R1 63.93 60.08 3.85R2 63.26 61.48 1.79R3 63.84 62.79 1.05R4 61.19 64.59 -3.40R5 64.13 62.06 2.07R1 72.30 69.01 3.30R2 71.95 70.34 1.60R3 71.38 70.78 0.60R4 70.89 68.95 1.94R5 68.70 70.46 -1.75
1.14
0.3082
0.2126
0.1240
-0.66
1.07
Bajo potencial de
rend.
Potencial de rend.
intermedio
Alto potencial de
rend.
Trial Sensibility: 2.3 QQ/ha (3.5% yield)n = 5significance level α = 0.05 (β=0.5)
Results www.GeoAgris.com
Four field results (QQ/ha)
- - -
Differences P-Value Differences P-Value Differences P-Value Differences P-Value
Whole Paddock -0.3 0.08 0.8 0.16 0.5 0.40 -0.3 0.41
Low Yield Area 0.1 0.35 -0.7 0.31 0.6 0.34 0.2 0.42
Mid Yield -0.5 0.12 1.1 0.21 -0.1 0.48 -0.8 0.36
High Yield Area 0.2 0.33 1.1 0.12 0.4 0.42 -0.6 0.37
La Carmen La Gambeta La Invernada Maria Eugenia
Results www.GeoAgris.com
Sensitivity for α = 0.05 and β=0.5
Sensitivity
0123456789
10111213141516
2 3 4 5 6 7 8 9 10 11
N (repetitions)
Pro
du
ct E
ffec
t Q
Q/h
a.
Average case
Worst case
if 4 repetitions and product effect is 4 QQ/ha then we will obtain 0.05 pvalue in 50% of the trials (the worst case)