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Beltwide Cotton Conference. Use of Multispectral Imagery for Variable Rate “Application-zone” Identification in Cotton Production. Tim Sharp. January 6-10, 2003. 1. Introduction.
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Beltwide Cotton Conference Use of Multispectral Imagery for Variable Rate “Application-zone” Identification in Cotton Production Tim Sharp January 6-10, 2003
1. Introduction • Researchers have been trying to identify the correct management zones based mainly on the variability of the crop yield. • Airborne multispectral imaging of cotton can provide important spatial information • Spatial variations in crop vigor can be observed in green, red and near infrared wavebands • Multispectral images can be used to monitor the spatial and temporal changes in the growth of crops
Objective • The purpose of this study was to investigate the use of multispectral imagery • As a tool to map cotton vigor zones • Test the hypothesis that imagery from one year would map the zones in subsequent years (Zones are stable in time and space) • Could these maps be a tool for variable rate application prescriptions in the following year
2. Material & Methods • Positioning System • GPS NAVMAN / IPAQ • Softwares • COTMAN • Farm Site Mate • ERDAS Image • SSToolbox • SAS • Imagery Acquisition • Duncan’s camera (Green, Red, Near Infrared bands) • 0.5 to 1.5 meter resolution images were utilized
Field Data Collected • Standard Data by productivity zone • Stand • Height • Total Nodes • Total Bolls • Yield Map Data • Total Final Plant Maps
3. Results and Discussion IMAGE x NDVI - Barn- Moose Lodge- Traveler Rest
3. Results and Discussion Barn 9 - 2001 Low Low Medium Medium High High
NDVI x NDVI – Barn NDVI 2001 NDVI 2002
3. Results and Discussion Moose Lodge 2 - 2002 Low High Low High Medium Medium
NDVI x NDVI – Moose Lodge NDVI 2001 NDVI 2002
3. Results and Discussion Traveler’s Rest 1 - 2002 High High Medium Medium Low Low
NDVI x NDVI – Traveler’s Rest NDVI 2001 NDVI 2002
3. Results and Discussion Wildy 4 – 2002 (Irrigated) Medium Medium High High Low Low
NDVI x Yield – Wildy (Irrigated) Yield 1998 NDVI 2002
3. Results and Discussion Year 2001 vs Year 2002- Stand- Height- Total Nodes- Total Bolls
3. Results and Discussion STAND 2001 vs 2002 BARN TRAVELERS REST MOOSE LODGE Tukey's Studentized Test with alpha at 5% - Means with the same letter are not significantly different.
3. Results and Discussion BARN HEIGHT 2001 vs 2002 TRAVELERS REST MOOSE LODGE Tukey's Studentized Test with alpha at 5% - Means with the same letter are not significantly different.
3. Results and Discussion TOTAL NODES 2001 vs 2002 BARN TRAVELERS REST MOOSE LODGE Tukey's Studentized Test with alpha at 5% - Means with the same letter are not significantly different.
3. Results and Discussion BARN TOTAL BOLLS 2001 vs 2002 TRAVELERS REST MOOSE LODGE Tukey's Studentized Test with alpha at 5% - Means with the same letter are not significantly different.
Summary and Conclusions • Some researchers have reported in other areas of the country that zones change position. • May be due to wet soil conditions • May not have enough total variability in the field to fully express zone identity • In our study the medium zones may or may not be significantly different from either the low or high zone from one year to the next
In West Tennessee • Zones did not move from year to year. • With over 100 fields studied across three years • Final Plant Map data were collected from each of the five NDVI classed zones in each field • We never found that the low classed NDVI zone or the High Classed NDVI zone were incorrectly identified • Confirmation plots agreed completely with research site data
Implications • NDVI classed maps obtained after 550 DD60 NAWF 5 but prior to defoliation • Will accurately map the productivity zones for the following years • Will allow for the opportunity to plan Variable Rate Applications based on those classed maps in subsequent years • Correctly maps and predicts the cotton vigor to be expressed in those areas
Acknowledgements • National Cotton Council • National Science Foundation