558
Views
24
CrossRef citations to date
0
Altmetric
Articles

Estimating leaf carotenoid contents of shade-grown tea using hyperspectral indices and PROSPECT–D inversion

ORCID Icon, , &
Pages 1306-1320 | Received 27 May 2017, Accepted 09 Nov 2017, Published online: 24 Nov 2017

References

  • Abbott, R. D., F. Ando, K. H. Masaki, K. H. Tung, B. L. Rodriguez, H. Petrovitch, K. Yano, and D. J. Curb. 2003. “Dietary Magnesium Intake and the Future Risk of Coronary Heart Disease (The Honolulu Heart Program).” American Journal of Cardiology 92: 665–669. doi:10.1016/S0002-9149(03)00819-1.
  • 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. doi:10.1016/S0034-4257(98)00059-5.
  • Cazzonelli, C. I., A. J. Cuttriss, S. B. Cossetto, W. Pye, P. Crisp, J. Whelan, E. J. Finnegan, C. Turnbull, and B. J. Pogson. 2009. “Regulation of Carotenoid Composition and Shoot Branching in Arabidopsis by a Chromatin Modifying Histone Methyltransferase, SDG8.” Plant Cell 21: 39–53. doi:10.1105/tpc.108.063131.
  • Chang, C. W., D. A. Laird, M. J. Mausbach, and C. R. Hurburgh. 2001. “Near–Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties.” Soil Science Society of America Journal 65: 480–490. doi:10.2136/sssaj2001.652480x.
  • Chappelle, E. W., M. S. Kim, and J. E. Mcmurtrey. 1992. “Ratio Analysis of Reflectance Spectra (RARS): An Algorithm for the Remote Estimation of the Concentrations of Chlorophyll A, Chlorophyll B, and Carotenoids in Soybean Leaves.” Remote Sensing of Environment 39: 239–247. doi:10.1016/0034-4257(92)90089-3.
  • Datt, B. 1998. “Remote Sensing of Chlorophyll A, Chlorophyll B, Chlorophyll A+B, and Total Carotenoid Content in Eucalyptus Leaves.” Remote Sensing of Environment 66: 111–121. doi:10.1016/S0034-4257(98)00046-7.
  • Demmigadams, B., A. M. Gilmore, and W. W. Adams. 1996. “Carotenoids .3. In Vivo Functions of Carotenoids in Higher Plants.” Faseb Journal 10: 403–412.
  • Draper, N. H. 1998. Applied Regression Analysis (Wiley Series in Probability and Statistics). New Jersey: Wiley–Interscience.
  • Edge, R., D. J. Mcgarvey, and T. G. Truscott. 1997. “The Carotenoids as Anti–Oxidants – A Review.” Journal of Photochemistry and Photobiology B–Biology 41: 189–200. doi:10.1016/S1011-1344(97)00092-4.
  • Fassnacht, F. E., S. Stenzel, and A. A. Gitelson. 2015. “Non–Destructive Estimation of Foliar Carotenoid Content of Tree Species Using Merged Vegetation Indices.” Journal of Plant Physiology 176: 210–217. doi:10.1016/j.jplph.2014.11.003.
  • Féret, J. –. B., A. A. Gitelson, S. D. Noble, and S. Jacquemoud. 2017. “PROSPECT–D: Towards Modeling Leaf Optical Properties through a Complete Lifecycle.” Remote Sensing of Environment 193: 204–215. doi:10.1016/j.rse.2017.03.004.
  • Féret, J. –. B., C. Francois, A. Gitelson, G. P. Asner, K. M. Barry, C. Panigada, A. D. Richardson, and S. Jacquemoud. 2011. “Optimizing Spectral Indices and Chemometric Analysis of Leaf Chemical Properties Using Radiative Transfer Modeling.” Remote Sensing of Environment 115: 2742–2750. doi:10.1016/j.rse.2011.06.016.
  • Féret, J. –. B., C. Francois, G. P. Asner, A. A. Gitelson, R. E. Martin, L. P. R. Bidel, S. L. Ustin, G. Le Maire, and S. Jacquemoud. 2008. “PROSPECT–4 and 5: Advances in the Leaf Optical Properties Model Separating Photosynthetic Pigments.” Remote Sensing of Environment 112: 3030–3043. doi:10.1016/j.rse.2008.02.012.
  • Gamon, J. A., J. Penuelas, and C. B. Field. 1992. “A Narrow–Waveband Spectral Index that Tracks Diurnal Changes in Photosynthetic Efficiency.” Remote Sensing of Environment 41: 35–44. doi:10.1016/0034-4257(92)90059-S.
  • Giovannucci, E., A. Ascherio, E. B. Rimm, M. J. Stampfer, G. A. Colditz, and W. C. Willett. 1995. “Intake of Carotenoids and Retinol in Relation to Risk of Prostate Cancer.” Journal of the National Cancer Institute 87: 1767–1776. doi:10.1093/jnci/87.23.1767.
  • Gitelson, A. A., G. P. Keydan, and M. N. Merzlyak. 2006. “Three–Band Model for Noninvasive Estimation of Chlorophyll, Carotenoids, and Anthocyanin Contents in Higher Plant Leaves.” Geophysical Research Letters 33 (11).
  • Gitelson, A. A., Y. Zur, O. B. Chivkunova, and M. N. Merzlyak. 2002. “Assessing Carotenoid Content in Plant Leaves with Reflectance Spectroscopy.” Photochemistry and Photobiology 75: 272–281. doi:10.1562/0031-8655(2002)075<0272:ACCIPL>2.0.CO;2.
  • Gu, C. Y., H. Q. Du, F. J. Mao, N. Han, G. M. Zhou, X. J. Xu, S. B. Sun, and G. L. Gao. 2016. “Global Sensitivity Analysis of PROSAIL Model Parameters When Simulating Moso Bamboo Forest Canopy Reflectance.” International Journal of Remote Sensing 37: 5270–5286. doi:10.1080/01431161.2016.1239287.
  • Hendry, G. A.F., and A. H. Price, eds. 1993. "Stress Indicators: Chlorophylls and Carotenoids." In Methods in Comparative Plant Ecology, 148–152. London: Chapman & Hall
  • Hernandez–Clemente, R., R. M. Navarro–Cerrillo, L. Suarez, F. Morales, and P. J. Zarco–Tejada. 2011. “Assessing Structural Effects on PRI for Stress Detection in Conifer Forests.” Remote Sensing of Environment 115: 2360–2375. doi:10.1016/j.rse.2011.04.036.
  • Hernandez–Clemente, R., R. M. Navarro–Cerrillo, and P. J. Zarco–Tejada. 2012. “Carotenoid Content Estimation in a Heterogeneous Conifer Forest Using Narrow–Band Indices and PROSPECT Plus DART Simulations.” Remote Sensing of Environment 127: 298–315. doi:10.1016/j.rse.2012.09.014.
  • Hernandez–Clemente, R., R. M. Navarro–Cerrillo, and P. J. Zarco–Tejada. 2014. “Deriving Predictive Relationships of Carotenoid Content at the Canopy Level in a Conifer Forest Using Hyperspectral Imagery and Model Simulation.” IEEE Transactions on Geoscience and Remote Sensing 52: 5206–5217. doi:10.1109/TGRS.2013.2287304.
  • Huang, J., Y. H. Sun, M. Y. Wang, D. D. Zhang, R. Sada, and M. C. Li. 2017. “Juvenile Tree Classification Based on Hyperspectral Image Acquired from an Unmanned Aerial Vehicle.” International Journal of Remote Sensing 38: 2273–2295.
  • Hunt, E. R., C. S. T. Daughtry, and L. Li. 2016. “Feasibility of Estimating Leaf Water Content Using Spectral Indices from WorldView-3’s near–Infrared and Shortwave Infrared Bands.” International Journal of Remote Sensing 37: 388–402. doi:10.1080/01431161.2015.1128575.
  • Institut de physique du globe de Paris. 2017. “Prospect+Sail=Prosail”. Accessed 27 May 2017. http://teledetection.ipgp.jussieu.fr/prosail/
  • Jacquemoud, S., and F. Baret. 1990. “PROSPECT: A Model of Leaf Optical Properties Spectra.” Remote Sensing of Environment 34: 75–91. doi:10.1016/0034-4257(90)90100-Z.
  • Japan Meteorological Agency, 2017. Accessed 4 September 2017. http://www.jma.go.jp/jma/index.html
  • Klipstein–Grobusch, K., L. J. Launer, J. M. Geleijnse, H. Boeing, A. Hofman, and J. C. M. Witteman. 2000. “Serum Carotenoids and Atherosclerosis – The Rotterdam Study.” Atherosclerosis 148: 49–56. doi:10.1016/S0021-9150(99)00221-X.
  • Kouril, R., P. Ilik, J. Naus, and B. Schoefs. 1999. “On the Limits of Applicability of Spectrophotometric and Spectrofluorimetric Methods for the Determination of Chlorophyll A/B Ratio.” Photosynthesis Research 62: 107–116. doi:10.1023/A:1006359213151.
  • Leong, T. Y., and J. M. Anderson. 1984. “Adaptation of the Thylakoid Membranes of Pea Chloroplasts to Light Intensities. I. Study on the Distribution of Chlorophyll–Protein Complexes.” Photosynthesis Research 5: 105–115. doi:10.1007/BF00028524.
  • Prasad, K. A., L. Gnanappazham, V. Selvam, R. Ramasubramanian, and C. S. Kar. 2015. “Developing a Spectral Library of Mangrove Species of Indian East Coast Using Field Spectroscopy.” Geocarto International 30: 580–599. doi:10.1080/10106049.2014.985743.
  • Romero, A., I. Aguado, and M. Yebra. 2012. “Estimation of Dry Matter Content in Leaves Using Normalized Indexes and PROSPECT Model Inversion.” International Journal of Remote Sensing 33: 396–414. doi:10.1080/01431161.2010.532819.
  • Rozali, S. E., K. A. Rashid, and R. Farzinebrahimi. 2016. “Effects of Shading Treatments on Pigmentation and Inflorescence Quality of Calathea Crotalifera Bracts.” International Journal of Agriculture and Biology 18: 549–556. doi:10.17957/IJAB.
  • Sonobe, R., and Q. Wang. 2016. “Assessing the Xanthophyll Cycle in Natural Beech Leaves with Hyperspectral Reflectance.” Functional Plant Biology 43: 438–447.
  • Sonobe, R., and Q. Wang. 2017. “Towards a Universal Hyperspectral Index to Assess Chlorophyll Content in Deciduous Forests.” Remote Sensing 9: 191. doi:10.3390/rs9030191.
  • Suzuki, Y., and Y. Shioi. 2003. “Identification of Chlorophylls and Carotenoids in Major Teas by High–Performance Liquid Chromatography with Photodiode Array Detection.” Journal of Agricultural and Food Chemistry 51: 5307–5314. doi:10.1021/jf030158d.
  • Terashima, I., and K. Hikosaka. 1995. “Comparative Ecophysiology of Leaf and Canopy Photosynthesis.” Plant Cell and Environment 18: 1111–1128. doi:10.1111/pce.1995.18.issue-10.
  • Thayer, S. S., and O. Bjorkman. 1990. “Leaf Xanthophyll Content and Composition in Sun and Shade Determined by HPLC.” Photosynthesis Research 23: 331–343. doi:10.1007/BF00034864.
  • Wellburn, A. R. 1994. “The Spectral Determination of Chlorophyll a and Chlorophyll B, as Well as Total Carotenoids, Using Various Solvents with Spectrophotometers of Different Resolution.” Journal of Plant Physiology 144: 307–313. doi:10.1016/S0176-1617(11)81192-2.
  • Williams, P. 1987. “Variables Affecting near–Infraredreflectance Spectroscopic Analysis.” In Near– Infrared Technology in the Agricultural and Food Industries, eds. P. Williams and K. Norris, 143–167. Minnesota, MN: American Association of Cereal Chemists.
  • Wright, M. E., S. T. Mayne, C. A. Swanson, R. Sinha, and M. C. R. Alavanja. 2003. “Dietary Carotenoids, Vegetables, and Lung Cancer Risk in Women: The Missouri Women’s Health Study (United States).” Cancer Causes & Control 14: 85–96. doi:10.1023/A:1022565601937.
  • Yi, Q. X., G. Jiapaer, J. M. Chen, A. M. Bao, and F. M. Wang. 2014. “Different Units of Measurement of Carotenoids Estimation in Cotton Using Hyperspectral Indices and Partial Least Square Regression.” ISPRS Journal of Photogrammetry and Remote Sensing 91: 72–84. doi:10.1016/j.isprsjprs.2014.01.004.
  • Zhou, X. F., W. J. Huang, W. P. Kong, H. C. Ye, Y. Y. Dong, and R. Casa. 2017. “Assessment of Leaf Carotenoids Content with a New Carotenoid Index: Development. And Validation on Experimental and Model Data.” International Journal of Applied Earth Observation and Geoinformation 57: 24–35. doi:10.1016/j.jag.2016.12.005.
  • Zou, X. C., R. Hernandez–Clemente, P. Tammeorg, C. L. Torres, F. L. Stoddard, P. Makela, P. Pellikka, and M. Mottus. 2015. “Retrieval of Leaf Chlorophyll Content in Field Crops Using Narrow–Band Indices: Effects of Leaf Area Index and Leaf Mean Tilt Angle.” International Journal of Remote Sensing 36: 6031–6055. doi:10.1080/01431161.2015.1110262.

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.