1992, at what resolution are there real biological differences

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BY-PLANT RESOLUTION

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Page 1: 1992, At What resolution are there real biological differences

BY-PLANT RESOLUTION

Page 2: 1992, At What resolution are there real biological differences

1992, At What resolution are there real biological differences

Page 3: 1992, At What resolution are there real biological differences

IOWAIOWA OKLAHOMAOKLAHOMA

Plant-to-plant variation, avg. 45 bu/acNebraska, Iowa, Virginia, Oklahoma, Argentina, Mexico, Ohio (46 transects)

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0 500 1000 1500

Yie

ld (k

g/ha

)

Distance (cm)

Grain Yield Over Linear Distance (Shelton, NE)158 ± 67

Page 4: 1992, At What resolution are there real biological differences

Holdrege silt loam, Minden, NE

Page 5: 1992, At What resolution are there real biological differences

Mean Yield vs Std. Dev.

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Mean Yield, kg/ha

Std

. Dev

. Yie

ld, k

g/h

aOklahoma

Iowa

Nebraska

Mexico

Argentina

Ohio

Virginia

StdDev =920.71 +5.16E-5 Yld2 - 2.7 E-9 Yld3

R2 = 0.498

Average corn grain yield plotted against the standard deviation from by-plant yield over 46 transects in Argentina, Mexico, Iowa, Nebraska, Ohio, Virginia, and Oklahoma.

318 bu/ac

Page 6: 1992, At What resolution are there real biological differences
Page 7: 1992, At What resolution are there real biological differences
Page 8: 1992, At What resolution are there real biological differences

Paul Hodgen, Univ. Nebraska, Dissertation AA13271926, Jan 1, 2007

Target plant acquired over 70% of the total depleted 15N fertilizer that was taken up

data revealed an individual corn plant acquires most of its N from within a radius of less than 0.5 m.

Plants lose yield potential by emerging as little as three days after their neighbors.

Large doses of N fertilizer could not increase the yield of late emerging corn plants.

Page 9: 1992, At What resolution are there real biological differences

Sensors to detect each plant

• GreenSeeker Sensor was mounted on a bicycle• Shaft encoder was used to assign distance to each sensor reading• Readings were taken once per centimeter

Page 10: 1992, At What resolution are there real biological differences

2/

2/)(2/)( 2

1

2

1

pqpq

pq

pqpq

pq

pq

adj

HtHt

Ht

HtHt

Ht

Ht

C

Grain Yield = 15083 * GYest + 3315R2 =0.48

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0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8GYest

Gra

in Y

ield

(kg h

a-1)

EFAW, OK (2004)

LCB, OK (2004)

Hennessey, OK (2004)

EFAW, OK (2005)

LCB, OK (2005)

New by-plant yield prediction methods focus on a totally different approach

Page 11: 1992, At What resolution are there real biological differences

Can you recognize by-row differences in N response?

If the answer is yes, then the minimum resolution at which “precision agriculture” should operate is 30 inches (front/back, left/right)

Page 12: 1992, At What resolution are there real biological differences

Variable Rate Technology Treat Temporal and Spatial Variability Wheat, 0.4m2

Corn, by plant

Page 13: 1992, At What resolution are there real biological differences

Causes for Delayed and uneven emergence

•variable depth of planting •double seed drops •wheel compaction •seed geometry within the furrow •surface crusting •random soil clods •soil texture differences •variable distance between seeds •variable soil compaction around the

seed •insect damage •moisture availability •variable surface residue •variable seed furrow closure •volunteer

early season root pruning (disease, insect)

The impact of uneven stands takes place prior to the time that irrigation is employed whether using surface/furrow or center pivot systems.

Page 14: 1992, At What resolution are there real biological differences

05

101520253035404550

0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75

bu/a

c

Distance, ft

Variation in Wheat Yields, 3' increments(Lake Carl Blackwell)

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bu/a

c

Distance in Feet

Variation in Wheat Yields, 3' increments(Manchester)

37 ± 9 bu/ac

34 ± 5.3 bu/ac

Page 15: 1992, At What resolution are there real biological differences

Summary

Farmer fields in the US, Argentina, and Mexico showed that plant-to-plant variation in corn grain yield averaged 2765 kg ha-1 or 44.1 bu ac-1 (Martin et al., 2005).

Current methods can predict by-plant yields Plant to plant variability in yield exceeds the

magnitude encountered for other agronomic variables

Adjusting multiple inputs by-plant is possible today