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Comparing Canopy Hyperspectral Reflectance Properties of Palmer amaranth to Okra and Super-Okra Leaf Cotton
- Source :
- American Journal of Plant Sciences. :2708-2718
- Publication Year :
- 2018
- Publisher :
- Scientific Research Publishing, Inc., 2018.
-
Abstract
- Palmer amaranth (Amaranthus palmeri S. Wats.) is a major weed problem of cotton (Gossypium hirsutum L.) production systems in the southern United States. Hyperspectral remote sensing has shown promise as a tool for crop weed discrimination, and there is a growing interest in using this technology for identifying weeds in cotton production systems. Information is lacking on differentiating Palmer amaranth from cotton with an okra leaf structure based on canopy hyperspectral reflectance properties. Two greenhouse studies were conducted to compare canopy hyperspectral reflectance profiles of Palmer amaranth to canopy hyperspectral reflectance profiles of okra and super-okra leaf cotton and to identify optimal regions of the electromagnetic spectrum for their discrimination. Ground-based hyperspectral measurements of the plant canopies were obtained with a spectroradiometer (400 - 2350 nm range). Analysis of variance (ANOVA, p ≤ 0.05), Dunnett’s test (p ≤ 0.05), and difference and sensitivity measurements were tabulated to determine the optimal wavebands for Palmer amaranth and cotton discrimination. Results were inconsistent for Palmer amaranth and okra leaf cotton separation. Optimal wavebands for distinguishing Palmer amaranth from super-okra leaf cotton were observed in the shortwave infrared region (2000 nm and 2180 nm) of the optical spectrum. Ground-based and airborne sensors can be tuned into the shortwave infrared bands identified in this study, facilitating application of remote sensing technology for Palmer amaranth discrimination from super-okra leaf cotton and implementation of the technology as a decision support tool in cotton weed management programs.
- Subjects :
- 0106 biological sciences
Canopy
biology
Hyperspectral imaging
Amaranth
04 agricultural and veterinary sciences
General Medicine
biology.organism_classification
Weed control
01 natural sciences
Crop weed
Amaranthus palmeri
chemistry.chemical_compound
Spectroradiometer
chemistry
Agronomy
040103 agronomy & agriculture
0401 agriculture, forestry, and fisheries
Weed
010606 plant biology & botany
Mathematics
Subjects
Details
- ISSN :
- 21582750 and 21582742
- Database :
- OpenAIRE
- Journal :
- American Journal of Plant Sciences
- Accession number :
- edsair.doi...........8307d297739b61b938f46f57f3ed05ab
- Full Text :
- https://doi.org/10.4236/ajps.2018.913197