Differentiation of cotton from other crops at different growth stages using spectral properties and discriminant analysis

Transactions of the ASABE

Volumn 55, Issue 4, 2012, Pages 1623-1630

  Zhang, H ^a   Lan, Y ^a   Suh, C P ^a   Westbrook, J K ^a   Lacey, R ^b   Hoffmann, W C ^a  

^a U S DEPARTMENT OF AGRICULTURE   (United States)

^b Texas A M University   (United States)

Author keywords

Corn; Cotton; Hyperspectral; Red edge; Reflectance; Sorghum; Soybean

Indexed keywords

CORN; HYPERSPECTRAL; RED EDGE; SORGHUM; SOYBEAN;

AMINO ACIDS; CROPS; DISCRIMINANT ANALYSIS; NITROGEN FIXATION; OILSEEDS; PRINCIPAL COMPONENT ANALYSIS; REFLECTION;

COTTON;

CLAY; COTTON; CROP PRODUCTION; DISCRIMINANT ANALYSIS; GROWTH RATE; MAIZE; PRINCIPAL COMPONENT ANALYSIS; SOIL TYPE; SORGHUM; SOYBEAN; SPECTRAL REFLECTANCE; YIELD RESPONSE;

EID: 84867349846     PISSN: 21510032     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (19)

1. Castro-Esau, K. L., G. A. Sanchez-Azofeifa, and B. Rivard. 2006. Comparison of spectral indices obtained using multiple spectroradiometers. Remote Sens. Environ. 103(3): 276-288.
2. Curran, P. J. 1989. Remote sensing of foliar chemistry. Remote Sens. Environ. 30(3): 271-278.
3. Curran, P. J., J. L. Dungan, B. A. Macler, and S. E. Plummer. 1991. The effect of a red leaf pigment on the relationship between red edge and chlorophyll concentration. Remote Sens. Environ. 35(1): 69-76.
4. Danson, F. M., and S. E. Plummer. 1995. Red edge response to forest leaf area index. Intl. J. Remote Sens. 16(1): 183-188.
5. Demetriades-Shah, T., M. D. Steven, and J. A. Clark. 1990. Highresolution derivative spectra in remote sensing. Remote Sens. Environ. 33(1): 55-64.
6. Fillella, I., and J. Peñuelas. 1994. The red edge position and shape as indicators of plant chlorophyll content, biomass, and hydric status. Intl. J. Remote Sens. 15(7): 1459-1470.
7. Gray, C. J., D. R. Shaw, and L. M. Bruce. 2009. Utility of hyperspectral reflectance for differentiating soybean (Glycine max) and six weed species. Weed Tech. 23(1):108-119.
8. Horler, D. N. H., M. Dockray, and J. Barber. 1983. The red edge of plant leaf reflectance. Intl. J. Remote Sens. 4(2): 273-288.
9. Koger, C. H., L. M. Bruce, D. R. Shaw, and K. N. Reddy. 2003. Wavelet analysis of hyperspectral reflectance data for detecting pitted morningglory (Ipomoea lacunosa) in soybean (Glycine max). Remote Sens. Environ. 86(1): 108-119.
10. Lan, Y., H. Zhang, R. Lacey, W. C. Hoffmann, and W. Wu. 2009. Development of an integrated sensor and instrumentation system for measuring crop conditions. Agric. Eng. Intl.: CIGR Ejournal 11: Manuscript IT 08 1115.
11. Muhammed, H. H. 2005. Hyperspectral crop reflectance data for characterizing and estimating fungal disease severity in wheat. Biosyst. Eng. 91(1): 9-20.
12. Mutanga, O., and A. K. Skidmore. 2007. Red edge shift and biochemical content in grass canopies. ISPRS J. Photogram. and Remote Sens. 62(1): 34-42.
13. Plant, R. E., D. S. Munk, B. R. Robert, R. L. Vargas, D. W. Rains, R. L. Travis, and R. B. Hutmacher. 2000. Relationships between remotely sensed reflectance data and cotton growth and yield. Trans. ASAE 43(3): 535-546.
14. Railyan, V. Y., and R. M. Korobov. 1993. Red edge structure of canopy reflectance spectra of triticale. Remote Sens. Environ. 46(2): 173-182.
15. Taiz, L., and E. Zeiger. 2006. Plant Physiology. 4th ed. Sunderland, Mass.: Sinauer Associates, Inc.
16. Thenkabail, P. S., R. B. Smith, and E. De Pauw. 2000. Hyperspectral vegetation indices and their relationships to agriculture and crop characteristics. Remote Sens. Environ. 71(2): 158-182.
17. Zhang, H., Y. Lan, R. Lacey, H. C. Hoffmann, and J. K. Westbrook. 2011. Spatial analysis of NDVI readings with different sampling densities. Trans. ASABE 54(1): 349-354.
18. Zhao, D. H., J. L. Li, and J. G. Qi. 2005a. Identification of red and NIR spectral regions and vegetative indices for discrimination of cotton nitrogen stress and growth stage. Comput. Electron. Agric. 48(2): 155-169.
19. Zhao, D., K. R. Reddy, V. G. Kakani, and V. R. Reddy. 2005b. Nitrogen deficiency effects on plant growth, leaf photosynthesis, and hyperspectral reflectance properties of sorghum. European J. Agron. 22(4): 391-403.