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EONR Reflectance by Sensors Environmental Measurements 3 Steps to Accomplish Objectives

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Page 1: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

An Environmental Assessment of Sensor-Based Variable-Rate

N Management in CornDarrin Roberts

Dr. Newell R. Kitchen, Advisor

Thesis Committee Members:Newell Kitchen, Peter Scharf, Ken Sudduth

Page 2: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

Research Objectives

(I) Evaluate the relationship between EONR and active-light reflectance sensor readings

(II) Evaluate the relationship between environmental measurements and EONR

Page 3: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

EONR

Reflectance bySensors

Environmental Measurements

3 Steps to Accomplish Objectives

Page 4: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

3 Environmental Measurements(2004-2005 cropping seasons)

1. Yield Efficiency:(Yi - Ycheck plot)/Ni

2. N fertilizer recovery efficiency (NFRE):[(NRi – NRcheck plot)/Ni] * 100

3. Post-harvest soil sampling:Inorganic N levels were determined to a depth of 120cm

Page 5: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

0

50

100

150

200

250

B04 CI04 CII04 D04 H04 P04 S04 W04

EON

R, k

g ha

-1

Min EONR Max EONR

Within-field EONR variability for 2004 fields

Page 6: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

EONR related to Vis/NIR ratios for 2004 fields

y = -1463.2x2 + 2040.1x - 512R2 = 0.35

0

50

100

150

200

250

0.5 0.6 0.7 0.8 0.9 1.0VIS/NIR

EON

R(k

g N

/ha)

B04 CI04 CII04 D04H04 P04 S04 W04

Page 7: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

00

5050

100 100

150 150

200 200

250 250

EO

NR

, kg

N/h

a

EO

NR

, kg

N/h

a

EONR = -794 + 2632.7087(index) + 1.3174(index)(EC) - 1798.747(index2)

R2 = 0.47

EONR related to Vis/NIR and soil EC for 2004 fields

Page 8: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

0

25

50

75

100

-250 -200 -150 -100 -50 0 50 100 150 200Difference from EONR, kg ha-1

Yiel

d Ef

ficie

ncy,

kg

grai

n (k

g N

)-1 B04CI04CII04D04H04P04S04W04

Yield efficiency related to EONR for 2004 fields

Page 9: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

0

25

50

75

100

-250 -200 -150 -100 -50 0 50 100 150

Difference from EONR, kg ha-1

NFR

E, %

B04D04S04

NFRE related to EONR for 2004 fields

Page 10: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

0

50

100

150

200

-250 -200 -150 -100 -50 0 50 100 150

Difference from EONR, kg ha-1

Prof

ile In

orga

nic

N, k

g ha

-1 D04P04S04

Profile inorganic N related to EONR for 2004 fields

Page 11: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

Research Conclusions EONR was highly variable within and between

corn fields EONR was greatly affected by yearly climate

conditions Because sensor indices, in conjunction with soil

EC, were able to separate low and high EONR values, further research might involve sensors in the development of N management zones within fields

Active-light reflectance sensors show promise to achieve EONR, increase Yield Efficiency and NFRE, and reduce N loss off fields

Page 12: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…

Thank you

Page 13: An Environmental Assessment of Sensor-Based Variable-Rate N Management in Corn Darrin Roberts Dr. Newell…