284
Views
4
CrossRef citations to date
0
Altmetric
Original Articles

Estimation of foliar pigment concentration in floating macrophytes using hyperspectral vegetation indices

&
Pages 8011-8027 | Received 24 Sep 2012, Accepted 13 Jul 2013, Published online: 17 Sep 2013

References

  • Anderson, J. E. 1995. Spectral Signature of Wetland Plants (350–900). Alexandria: USA Army Topographic Engineering Centre.
  • Asner, G. P. 1998. “Biophysical and Biochemical Sources of Variability in Canopy Reflectance. ” Remote Sensing of Environment 64: 234–253.
  • Bartley, G. E., and P. A. Scolnik. 1995. “Plant Carotenoids: Pigments for Photoprotection, Visual Attraction, and Human Health. ” The Plant Cell 7: 1027–1038.
  • Blackburn, G. A. 1998. “Quantifying Chlorophylls and Caroteniods at Leaf and Canopy Scales: An Evaluation of Some Hyperspectral Approaches. ” Remote Sensing of Environment 66: 273–285.
  • Blackburn, G. A. 2007. “Wavelet Decomposition of Hyperspectral Data: A Novel Approach to Quantifying Pigment Concentrations in Vegetation. ” International Journal of Remote Sensing 28: 2831–2855.
  • Broge, N. H., and J. V. Mortensen. 2002. “Deriving Green Crop Area Index and Canopy Chlorophyll Density of Winter Wheat from Spectral Reflectance Data. ” Remote Sensing of Environment 81: 45–57.
  • Burlakova, L. E., and A. Y. Karatayev. 2007. “The Effect of Invasive Macrophytes and Water Level Fluctuations on Unionids in Texas Impoundments. ” Hydrobiologia 586: 291–302.
  • Chapman, L., J. Balirwa, F. Bugenyi, C. Chapman, and T. Crisman. 2001. “Wetlandsof East Africa: Biodiversity, Exploitation and Policy Perspectives. ” In Biodiversity in Wetlands: Assessment, Function and Conservation, edited by B. Gopal, W. Junk, and J. Davis, Vol. 2, 101–131. Leiden, The Netherlands: Backhuys Publishers.
  • Chen, L., J. F. Huang, F. M. Wang, and Y. L. Tang. 2007. “Comparison between Backpropagation Neural Network and Regression Models for Estimation of Pigment Content in Rice Leaves and Panicles Using Hyperspectral Data. ” International Journal of Remote Sensing 28: 3457–3478.
  • Coops, N., S. Drury, M. L. Smith, M. Martin, and S. Ollinger. 2002. “Comparison of Green Leaf Eucalypt Spectra Using Spectral Decomposition. ” Australian Journal of Botany 50: 567–576.
  • Darvishzadeh, R., A. Skidmore, M. Schlerf, C. Atzberger, F. Corsi, and M. Cho. 2008. “LAI and Chlorophyll Estimation for a Heterogeneous Grassland Using Hyperspectral Measurements. ” ISPRS Journal of Photogrammetry and Remote Sensing 63: 409–426.
  • Dash, J., and P. J. Curran. 2004. “The MERIS Terrestrial Chlorophyll Index. ” International Journal of Remote Sensing 25: 5403–5413.
  • Daughtry, C. S. T., C. L. Walthall, M. S. Kim, E. Brown de Colstoun, E. McMurtrey, and J. E. McMurtrey. 2000. “Estimating Corn Leaf Chlorophyllconcentration from Leaf and Canopy Reflectance. ” Remote Sensing of Environment 74: 229–239.
  • Dawson, T., P. North, S. E. Plummer, and P. Curran. 2003. “Forest Ecosystem Chlorophyll Content: Implications for Remotely Sensed Estimates of Net Primary Productivity. ” International Journal of Remote Sensing 24: 611–617.
  • Fang, Z., J. Bouwkamp, and T. Solomos. 1998. “Chlorophyllase Activities and Chlorophyll Degradation during Leaf Senescence in Nonyellowing Mutant and Wild Type of Phaseolus Vulgaris L. ” Journal of Experimental Botany 49: 503–510.
  • Field, C. B., J. A. Gamon, and J. Penuelas. 1994. “Remote Sensing of Terrestrial Photosynthesis. ” In Ecophysiology of Photosynthesis, edited by E. D. Schulze and M. M. Caldwell, 511–527. Berlin, Germany: Springer-Verlag.
  • Fletcher, B. J., J. L. Gornall, R. Poyatos, M. C. Press, P. C. Stoy, B. Huntley, R. Baxter, and G. K. Phoenix. 2012. “Photosynthesis and Productivity in Heterogeneousarctic Tundra: Consequences for Ecosystem Functionof Mixing Vegetation Types at Stand Edges. ” Journal of Ecology 100: 441–451.
  • Gamon, J. A., L. Serrano, and J. S. Surfus. 1997. “The Photochemical Reflectance Index: An Optical Indicator of Photosynthetic Radiation Use Efficiency across Species, Functional Types, and Nutrient Levels. ” Oecologia 112: 492–501.
  • Gitelson, A. A., Y. Gritz, and M. N. Merzlyak. 2003. “Relationships between Leaf Chlorophyll Content and Spectral Reflectance and Algorithms for Non-Destructive Chlorophyll Assessment in Higher Plant Leaves. ” Journal of Plant Physiology 160: 271–282.
  • Gitelson, A. A., A. Vina, V. Ciganda, and D. C. Rundquist. 2005. “Remote Estimation of Canopy Chlorophyll Content in Crops. ” Geophysical Research Letters 32: L08 403.1–L08 403.4.
  • Guyot, G., and F. Baret. 1988. “Utilisation De La Haute Resolution Spectrale Pour Suivre L’etat Des Couverts Vegetaux. ” In Proceedings of the Fourth International Colloquium on Spectral Signatures of Objects in Remote Sensing, ESA SP-287. Aussois, France, 279–286.
  • Hansen, P. M., and J. K. Schjoerring. 2003. “Reflectance Measurement of Canopy Biomass and Nitrogen Status in Wheat Crops Using Normalized Difference Vegetation Indices and Partial Least Squares Regression. ” Remote Sensing of Environment 86: 542–553.
  • He, Y., and A. Mui. 2010. “Hyperspectral Remote Sensing of Semi-Arid Grassland Biochemical: Scaling up from the Leaf to the Canopy Level. ” Sensors 10: 11072–11087.
  • Jacquemoud, S., S. L. Ustin, J. Verdebout, G. Schmuck, G. Andreoli, and B. Hosgood. 1996. “Estimating Leaf Biochemistry Using the PROSPECT Leaf Optical Properties Model. ” Remote Sensing of Environment 56: 194–202.
  • Jakubauskas, M., K. Kindscher, A. Fraser, and D. N. Debinski. 2000. “Close-Range Remote Sensing of Aquatic Macrophyte Vegetation Cover. ” International Journal of Remote Sensing 21: 3533–3538.
  • Kateregga, E., and T. Sterner. 2007. “Indicators for an Invasive Species: Water Hyacinths in Lake Victoria. ” Ecological Indicators 7: 362–370.
  • Khanna, S., M. J. Santos, S. L. Ustin, and P. J. Haverkamp. 2011. “An Integrated Approach to a Biophysiologically Based Classification of Floating Aquatic Macrophytes.” International Journal of Remote Sensing 32: 1067–1094.
  • Kim, M. S., C. S. T. Daughtry, E. W. Chappelle, J. E. McMurtrey, and C. L. Walthall. 1994. “The Use of High Spectral Resolution Bands for Estimating Absorbed Photosynthetically Active Radiation (APAR). ” In Proceeding of the 6th Symposium on Physical Measurements and Signatures in Remote Sensing, January 17–21, 1994. Val D’Isere, France, 299–306.
  • Kisevic, M., A. Smailbrgovic, K. T. Gray, R. Andricevic, J. D. Craft, V. Petrov, D. Brajcic, and I. Dragicevic. 2011. “Spectral Reflectance Profile of CAULERPA RACEMOSA var. Cylindracea and Caulerpa Taxifolia in the Adriatic Sea: Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). ” In 2011 3rd Workshop. Institute of Oceanography and Fisheries, 1–4.
  • Kitajima, K., and K. P. Hogan. 2003. “Increases of Chlorophyll a/b Ratios During Acclimation of Tropical Woody Seedlings to Nitrogen Limitation and High Light.” Plant, Cell and Environment 26: 857–865.
  • Lee, K., and R. Lunetta. 1996. “Wetland Detection Methods. ” In Wetland and Environmental Application of GIS, edited by J. M. J. Lyon, 249–284. New York: Lewis Publishers.
  • le Maire, G., C. Francois, and E. Dufrene. 2004. “Towards Universal Broad Leafchlorophyll Indices Using PROSPECT Simulated Database and Hyperspectral Reflectance Measurements. ” Remote Sensing of Environment 89: 1–28.
  • Moran, J. A., A. K. Mitchell, G. Goodmanson, and K. A. Stockburger. 2000. “Differentiation among Effects of Nitrogen Fertilization Treatments on Conifer Seedlings by Foliar Reflectance: A Comparison of Methods. ” Tree Physiology 20: 1113–1120.
  • Oppelt, N., and W. Mauser. 2004. “Hyperspectral Monitoring of Physiological Parameters of Wheat during a Vegetation Period Using AVIS Data. ” International Journal of Remote Sensing 25: 145–159.
  • Osborne, S. L., J. S. Schepers, D. D. Francis, and M. R. Schlemmer. 2002. “Use of Spectral Radiance to Estimate in-Season Biomass and Grain Yield in Nitrogen- and Water-Stressed Corn. ” Crop Science 42: 165–171.
  • Outridge, P. M., and B. N. Noller. 1991. “Accumulation of Toxic Trace Elements Byfreshwater Vascular Plants. ” Reviews of Environmental Contamination and Toxicology 121: 1–63.
  • Palacios-Orueta, A., S. Khanna, J. Litago, M. L. Whiting, and S. L. Ustin. 2006. “Assessment of NDVI and NDWI Spectral Indices Using MODIS Time Series Analysis and Development of a New Spectral Index Based on MODIS Shortwave Infrared Bands. ” In Proceedings of the 1st International Conference of Remote Sensing and Geoinformation Processing. Trier, Germany, 207–209.
  • Pierobon, E., R. Bolpagni, M. Bartoli, and P. Viaroli. 2010. “Net Primary Production and Seasonal CO2 and CH4 Fluxes in a Trapa Natans L. Meadow. ” Journal of Limnology 69: 225–234.
  • Porra, R. J., W. A. Thompson, and P. E. Kreidemann. 1989. “Determination of Accurate Extinction Coefficients and Simultaneous Equations for Assaying Chlorophylls a and B Extracted with Four Different Solvents: Verification of the Concentration of Chlorophyll Standards by Atomic Absorption Spectrometry. ” BBA – Bioenergetics 975: 384–394.
  • Rahman, M. A., and H. Hasegawa. 2011. “Aquatic Arsenic: Phytoremediation Using Floating Macrophytes. ” Chemosphere 83: 633–646.
  • Richardson, A. D., S. P. Duigan, and G. P. Berlyn. 2002. “An Evaluation of Non-Invasive Methods to Estimate Foliar Chlorophyll Content. ” New Phytologist 153: 185–194.
  • Robinson, S. A., C. E. Lovelock, and C. B. Osmond. 1993. “Wax as a Mechanism for Protection against Photoinhibition: A Study of Cotyledon Orbiculata. ” Botanica Acta 106: 307–312.
  • Rondeaux, G., M. Steven, and F. Baret. 1996. “Optimization of Soil-Adjusted Vegetation Indices. ” Remote Sensing of Environment 55: 95–107.
  • Rouse, J. W., R. W. Hass, J. A. Schell, D. W. Deering, and J. C. Harlan. 1974. “Monitoring the Vernal Advancement and Retrogradation (Greenwave Effect) of Natural Vegetation. ” In NASA/GSFCT Type III Final Report, 164p. Greenbelt, MD: NASA Goddard Space Flight Center.
  • Sampson, P. H., G. H. Mohammed, P. J. Zarco-Tejada, J. R. Miller, T. L. Noland, D. Irving, P. M. Treitz, S. J. Colombo, and J. Freemantle. 2000. “The Bioindicators of Forest Condition Project: A Physiological, Remote Sensing Approach. ” Forest Chronicles 76: 941–952.
  • Sims, D. A., and J. A. Gamon. 2002. “Relationships between Leaf Pigment Content and Spectral Reflectance across a Wide Range of Species, Leaf Structures and Developmental Stages. ” Remote Sensing of Environment 81: 337–354.
  • Slaton, M. R., E. R. Hunt, and W. K. Smith. 2001. “Estimating Near-Infrared leaf Reflectance from Structural Characteristics. ” American Journal of Botany 88: 278–284.
  • Thenkabail, P. S., R. B. Smith, and E. De Pauw. 2002. “Evaluation of Narrowband and Broadband Vegetation Indices for Determining Optimal Hyperspectral Wavebands for Agricultural Crop Characterization. ” Photogrammetric Engineering and Remote Sensing 68: 607–621.
  • Tilley, D. R., A. Muneer, J. H. Son, and H. Badrinarayanan. 2003. “Hyperspectral Reflectance of Emergent Macrophytes as an Indicator of Water Column Ammonia in an Oligohaline, Subtropical Marsh.” Ecological Engineering 21: 153–163.
  • Tsuchiya, T. 1991. “Leaf Life Span of Floating-Leaved Plants. ” Vegetation 97: 149–160.
  • Ustin, S. L., M. O. Smith, S. Jacquemoud, M. M. Verstraete, and Y. Govaerts. 1998. “Botany: Vegetation Mapping for Earth Sciences. ” In Manual of Remote Sensing, edited by A. N. Rencz, 189–248. Hoboken, NJ: Wiley.
  • Yao, H. B., and L. Tian. 2003. “A Genetic Algorithm-Based Selective Principal Component Analysis (GA-SPCA) Method for High-Dimensional Data Feature Extraction. ” IEEE Transactions on Geoscience and Remote Sensing 41: 1469–1478.
  • Yoder, B. J., and R. E. Pettigrew-Crosby. 1995. “Predicting Nitrogen and Chlorophyll Content and Concentrations from Reflectance Spectra (400–2500 Nm) at Leaf and Canopy Scales. ” Remote Sensing of Environment 53: 199–211.
  • Zarco-Tejada, P. J., A. Berjon, R. Lopez-Lozano, J. R. Miller, P. Martín, V. Cachorro, M. R. Gonzalez, and A. de Frutos. 2005. “Assessing Vineyard Condition with Hyperspectral Indices: Leaf and Canopy Reflectance Simulation in a Row-Structured Discontinuous Canopy. ” Remote Sensing of Environment 99: 271–287.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.