sensor research and algorithm development for corn in nd l.k. sharma, d.w. franzen, h. bu, r....
TRANSCRIPT
![Page 1: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/1.jpg)
Sensor research and algorithm development for corn in ND
L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh
North Dakota State University, Fargo, ND
![Page 2: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/2.jpg)
![Page 3: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/3.jpg)
Area and production
2011- 2.06 million acre and 5.5 MT
2012- 3.2 million acre and 8.5 MT
Corn acreage in North Dakota is increasing at a very high rate in the last 10 years.
INTRODUCTION
![Page 4: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/4.jpg)
Day 1 Day 45 Day 80 Day 120
Corn N timeline
ApplicationPeriod of greatest uptake
![Page 5: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/5.jpg)
EarlyEarlyGrowthGrowth
RapidRapidGrowthGrowth MaturingMaturing
LateLateLossLoss
100100
7575
5050
2525
00
MayMay JuneJune JulyJuly AugAug SeptSept
Sea
sona
l N U
ptak
e, %
Sea
sona
l N U
ptak
e, %
Over 80% of N required after V8
The first 6 weeks of growth, little N is needed
Source: Dr. Jim Schepers, NUE conference presentation, Fargo-http://nue.okstate.edu/Nitrogen_Conference2012/North_Dakota.htm
![Page 6: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/6.jpg)
In high clay soils
•Leaching is not an issue.
•Downward movement of water in a high clay soil (Fargo soil series) is about 0.015 inches per hour, or about 1/3 inch per day.
![Page 7: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/7.jpg)
Image taken June 28, 3 days after area was covered by 6 inches of water
![Page 8: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/8.jpg)
Active optical sensors have been identified as a tool to increase nitrogen-use efficiency
GreenSeeker™ (Trimble)
Holland Crop Circle Sensor™ (Holland Scientific)
![Page 9: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/9.jpg)
Holland Crop Circle-470
LEDRed
TARGET
SENSOR
RedEdge
User SelectedFilters
ACS-470
NIR
Source: Dr. Jim Schepers, NUE conference presenattion, Fargo-http://nue.okstate.edu/Nitrogen_Conference2012/North_Dakota.htm
![Page 10: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/10.jpg)
Greenseeker emits two bands visible and near infrared:
NDVI= (NIR – Red)/(NIR+Red) (774nm reading – 656nm reading)/(774nm + 656nm)Or(774nm reading – 710nm reading)/(774nm + 710nm)
(New GreenSeeker)
Crop Circle-470 emit three bands visible, red edge, and near infrared:
NDVI= (NIR – Red/(NIR+Red) (760nm reading – 670nm reading)/ (760 + 670)OrNDVI= (NIR – Red Edge/NIR+Red Edge) (760nm reading – 730nm reading)/ (760 + 730)
![Page 11: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/11.jpg)
Materials and Methods
Locations and Treatments51 sites were selected in 2011-
2013.Six nitrogen treatments: 0, 40, 80,
120, 160, and 200 lb/acre.
Experimental design: Randomized complete block
design with four replications. Plot size: 20 feet long by 10 feet wide Soil was sampled to 2-feet in depth for residual nitrate-
N preplant. P and K applied, if found deficient and cooperator
application not practical
![Page 12: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/12.jpg)
Crop History & Soil TexturePrevious cropTillage historySurface-subsurface soil texture
Sensor readingsApproximately 45 samples/row The NDVI values were averaged for each plot
as well as for each treatment. Both sensors Crop Circle and Greenseeker
were used• 8 and 12 leaf stage over the top
![Page 13: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/13.jpg)
Location segregation
All research Sites
No till SitesEast
High Clay Sites
Medium Textured
Sites
Conventional tillHigher yields/lower yields
Westernsites
![Page 14: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/14.jpg)
Sensor Wavelength for NDVI
G-S Basic Yield Prediction Formula Minimum INSEY for N rate
GS Red V6 Yield = (188094 X INSEY) + 29 0.0001
GS Red Edge V6 Yield = (325010 X INSEY) + 46 0.00003
CC Red V6 Yield = (229555 X INSEY) + 41 0.0001
CC Red Edge V6 Yield = (399336 X INSEY) + 60 0.00003
GS Red V12 Yield = (71686 X INSEY) + 57 0.0002
GS Red Edge V12 Yield = (139218 X INSEY) + 50 0.00015
CC Red V12 Yield = (120175 X INSEY) + 35 0.0002
CC Red Edge V12 Yield = (277715 X INSEY) + 11 0.00015
West River No-Till
![Page 15: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/15.jpg)
Sensor Wavelength for NDVI
G-S Basic Yield Prediction Formula Minimum INSEY for N rate
GS Red V6 Yield = (85506 X INSEY) + 110 0.0002
GS Red Edge V6 Yield = (146652 X INSEY) + 93 0.00015
CC Red V6 Yield = (94286 X INSEY) + 120 0.0002
CC Red Edge V6 Yield = (161565 X INSEY) + 11 0.00015
GS Red V12 Yield = (132082 X INSEY) + 62 0.0004
GS Red Edge V12 Yield = (89991 X INSEY) + 91 0.0002
CC Red V12 Yield = (157411 X INSEY) + 48 0.0003
CC Red Edge V12 Yield = (274855 X INSEY) + 51 0.0002
High Clay Soils Eastern North Dakota
![Page 16: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/16.jpg)
Sensor Wavelength for NDVI
G-S Basic Yield Prediction Formula Minimum INSEY for N rate
GS Red V6 Yield = (59103 X INSEY) + 128 0.0002
GS Red Edge V6 Not established
CC Red V6 Yield = (91892 X INSEY) + 133 0.0002
CC Red Edge V6 Yield = (55652 X INSEY) + 138 0.00006
GS Red V12 Yield = (89116 X INSEY) + 99 0.0003
GS Red Edge V12 Not established
CC Red V12 Yield = (88306 X INSEY) + 109 0.0003
CC Red Edge V12 Yield = (196600 X INSEY) + 88 0.0002
Medium Texture Soils Eastern North Dakota
![Page 17: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/17.jpg)
Sensor Wavelength for NDVI
G-S Basic Yield Prediction Formula Minimum INSEY for N rate
GS Red V6 Yield = (247906 X INSEY) + 67 0.00015
GS Red Edge V6 Not established
CC Red V6 Yield = (212021 X INSEY) + 103 0.00015
CC Red Edge V6 Not established
GS Red V12 Not established
GS Red Edge V12 Not established
CC Red V12 Not established
CC Red Edge V12 Yield = (363492 X INSEY) + 7 0.00015
Long-term No-Till Eastern North Dakota
![Page 18: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/18.jpg)
Procedure to use algorithm
![Page 19: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/19.jpg)
INSEY
Yie
ld
Reference INSEY
Reference Yield
INSEY in field
Field Yield estimate
Corn yield difference in kg/ha. X 1.25 % N in corn grain divided by efficiency factor 0.6 = N rate in kg/ha
![Page 20: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/20.jpg)
Example-
Reference yield predicted- 120 bushels
In-field yield estimated- 60 bushels
difference = 60 bushels X 56 lb N/bushel = 3360 pounds X 0.0125 = 42 lb N 42 /0.6 efficiency factor = 70 lb N at that location.
![Page 21: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/21.jpg)
Wavelength evaluation of two ground based active optical sensors to detect sulfur deficiency
in corn using N rich within field areas
![Page 22: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/22.jpg)
Locations Tillage System
GPS Coordinated
Soil Type Planting Dates
First Sensing (V6 stage)
Second Sensing (V12 stage)
Arthur Conventional-tillage
47o 06’ 50.963” N, 97o 57’ 55.219” W
Coarse-silty, mixed, superactive, frigid Pachic Hapludolls
05/15/13 06/20/13 07/10/13
Oakes No-till 46006’38.066’’N 97057’55.219’’
Coarse-silty, mixed, superactive, frigid Aeric Calciaquolls
05/11/13 06/18/13 07/09/13
Tillage system, soil type, planting date and date of the first and second sensing of experimental sites.
![Page 23: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/23.jpg)
Relationship between N rate and Crop circle red edge INSEY (Crop circle red edge wavelength reading/growing degree-days), V6 at Arthur
Relationship between N rate and Crop circle red edge INSEY (Crop circle red edge wavelength reading/growing degree-days), V12 at Arthur
![Page 24: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/24.jpg)
Relationship of Crop Circle red edge INSEY (sensor red edge NDVI/growing degree-days from planting to sensing) and N rate, V6 stage at Arthur
Relationship of Crop Circle red edge INSEY (sensor red edge NDVI/growing degree-days from planting to sensing) and N rate, V12 stage at Arthur
![Page 25: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/25.jpg)
Overall ConclusionMultiplying INSEY by the corn height improve
the relationship between INSEYS and Yield.Red edge NDVI is better at 2nd stage than Red
NDVI.Crop circle red edge was found better as
compared to Greenseeker 2nd stage. V12 leaf stage was found better in predicting
yield as compared to V8.Inseason N rate algorithm was successfully
build with help of sensors.
![Page 26: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/26.jpg)
This algorithms is a starting point for growers.
NDSU Computer Science (Anne Denton- a ICPA presenter) are developing a ‘machine learning’ tool, which will help growers to add their data into the existing algorithm to make the algorithm their ‘own’.
![Page 27: Sensor research and algorithm development for corn in ND L.K. Sharma, D.W. Franzen, H. Bu, R. Ashley, G. Endres and J. Teboh North Dakota State University,](https://reader035.vdocument.in/reader035/viewer/2022062804/56649d6f5503460f94a51776/html5/thumbnails/27.jpg)
ACKNOWLEDGEMENTS
Special Thanks •Dr. Dave Franzen (PhD Advisor)•Dr. Tom DeSutter (PhD Committee member)•Dr. R. J. Goos (PhD Committee member)•Dr. Joel Ransom (PhD Committee member)
•Thanks to the North Dakota Corn Council, IPNI and Pioneer Hi-Bred International for their support of this project. Also to Dr. Anne Denton, NDSU Computer Science Department and the National Science Foundation. Also to Honggang Bu, Brad Schmidt and Eric Schultz.