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

Volumn 52, Issue 8, 2014, Pages 5206-5217

  Hernandez Clemente, Rocio ^a   Navarro Cerrillo, Rafael Maria ^a   Zarco Tejada, Pablo J ^b  

^a UNIVERSITY OF CÓRDOBA   (Spain)

^b INSTITUTO DE AGRICULTURA SOSTENIBLE   (Spain)

Author keywords

Airborne; carotenoids; chlorophyll; conifers; forest; hyperspectral; scaling up; Transformed chlorophyll absorption in reflectance index (TCARI) optimized soil adjusted vegetation index (OSAVI)

Indexed keywords

CALCIUM; CHLOROPHYLL; PIGMENTS; RADIATIVE TRANSFER; REFLECTION; REMOTE SENSING; SPECTROSCOPY;

AIRBORNE; CAROTENOIDS; CONIFERS; FOREST; HYPERSPECTRAL; REFLECTANCE INDEX; SCALING-UP;

FORESTRY;

CAROTENOID; CHLOROPHYLL; CONIFEROUS FOREST; CONIFEROUS TREE; FOREST CANOPY; PREDICTION; RADIATIVE TRANSFER; REFLECTANCE;

ABSORPTION; CAROTENOIDS; CHLOROPHYLLS; FORESTS; PIGMENT; PLANTS; REFLECTION; REMOTE SENSING;

CONIFEROPHYTA;

EID: 84896380192     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2013.2287304     Document Type: Article

References (37)

1. G. A. Carter and R. L. Miller, "Early detection of plant stress by digital imaging within narrow stress-sensitive wavebands," Remote Sens. Environ., vol. 50, no. 3, pp. 295-302, Dec. 1994.
2. O. Lillesaeter, "Spectral reflectance of partly transmitting leaves: Laboratory measurements and mathematical modeling," Remote Sens. Environ., vol. 12, no. 3, pp. 247-254, Jul. 1982. (Pubitemid 13265414)
3. F. Batic, P. Kalan, H. Kraigher, H. Šircelj, P. Simoncic, N. Vidergar-Gorjup, and B. Turk, "Bioindication of different stresses in forest decline studies in Slovenia,"Water, Air Soil Pollut., vol. 116, no. 1/2, pp. 377-382, Nov. 1999. (Pubitemid 29501202)
4. R. Hernández-Clemente, R. M. Navarro-Cerrillo, L. Suárez, F. Morales, and P. J. Zarco-Tejada, "Assessing structural effects on PRI for stress detection in conifer forests," Remote Sens. Environ., vol. 115, no. 9, pp. 2360-2375, Sep. 2011.
5. M. Lippert, K. Steiner, H. D. Payer, S. Simons, C. Langebartels, and H. Sandermann, "Assessing the impact of ozone on photosynthesis of European beech (Fagus sylvatica L. in environmental chambers," Trees, vol. 10, no. 4, pp. 268-275, Apr. 1996.
6. T. Hoshizaki, B. N. Rock, and S. K. S. Wong, "Pigment analysis and spectral assessment of spruce trees undergoing forest decline in the NE United States and Germany," GeoJournal, vol. 17, no. 2, pp. 173-178, Sep. 1988.
7. R. Matyssek, M. S. Günthardt-Goerg, T. Keller, and C. Scheidegger, "Impairment of gas exchange and structure in birch leaves (Betula pendula caused by low ozone concentrations," Trees, vol. 5, no. 1, pp. 5-13, Apr. 1991.
8. T. Batic, Z. Užarevic, L. Grgic, J. Roša, and Z. Popovic, "Chlorophylls and carotenoids in needles of damage fir (Abies alba Mill. from Risnjak National Park in Croatia. Acta biologica cracoviensia," Acta Biol. Cracov., vol. 45, no. 2, pp. 87-92, Jun. 2003. (Pubitemid 39403959)
9. R. Oren, K. S. Werk, N. Buchmann, and R. Zimmermann, " Chlorophyllnutrient relationships identify nutritionally caused decline in Picea abies stands," Can. J. Forest Res., vol. 23, no. 6, pp. 1187-1195, Jun. 1993. (Pubitemid 24409044)
10. R. Main, M. A. Cho, R. Mathieu, M. O'Kennedy, M. A. Ramoelo, and S. Koch, "An investigation into robust spectral indices for leaf chlorophyll estimation," ISPRS J. Photogramm. Remote Sens., vol. 66, no. 6, pp. 751-761, Nov. 2011.
11. P. J. Zarco-Tejada, J. R. Miller, G. H. Mohammed, T. L. Noland, and P. H. Sampson, "Scaling-up and model inversion methods with narrowband optical indices for chlorophyll content estimation in closed forest canopies with hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 7, pp. 1491-1507, Jul. 2001. (Pubitemid 32732662)
12. A. A. Gitelson, Y. Zur, O. B. Chivkunova, and M. N. Merzlyak, "Assessing carotenoid content in plant leaves with reflectance spectroscopy," J. Photochem. Photobiol. B, Biol., vol. 75, no. 3, pp. 272-281, Mar. 2002.
13. J. Peñuelas, I. Filella, and J. A. Gamon, "Assessment of photosynthetic radiation use efficiency with spectral reflectance," New Phytol., vol. 131, no. 3, pp. 291-296, Nov. 1995. (Pubitemid 3001160)
14. R. Hernández-Clemente, R. M. Navarro-Cerrillo, and P. J. Zarco-Tejada, "Carotenoid content estimation in an heterogeneous conifer forest using narrow-band indices and PROSPECT+DART simulations," Remote Sens. Environ., vol. 127, pp. 298-315, Dec. 2012.
15. D. N. H. Holder, M. Dockray, and J. Barber, "The red edge of plant leaf reflectance," Int. J. Remote Sens., vol. 4, no. 2, pp. 273-278, Jan. 1983.
16. I. Moorthy, J. R. Miller, and T. L. Noland, "Estimating chlorophyll concentration in conifer needles with hyperspectral data: An assessment at the needle and canopy level," Remote Sens. Environ., vol. 112, no. 6, pp. 2824-2838, Jun. 2008.
17. Q. Zhang, X. Xiao, B. Braswell, E. Linder, F. Baret, and B. Moore, "Estimating light absorption by chlorophyll, leaf and canopy in a deciduous broadleaf forest using MODIS data and a radiative transfer model," Remote Sens. Environ., vol. 99, no. 3, pp. 357-371, Nov. 2005. (Pubitemid 41572632)
18. D. Haboudane, J. R. Miller, N. Tremblay, P. J. Zarco-Tejada, and L. Dextraze, "Integrated narrow-band vegetation indices for prediction of crop chlorophyll content for application to precision agriculture," Remote Sens. Environ., vol. 81, no. 2/3, pp. 416-426, Aug. 2002. (Pubitemid 34853609)
19. G. Rondeaux, M. Steven, and F. Baret, "Optimization of soil-adjusted vegetation indices," Remote Sens. Environ., vol. 55, no. 2, pp. 95-107, Feb. 1996.
20. F. Meggio, P. J. Zarco-Tejada, L. C. Núñez, G. Sepulcre-Cantó, M. R. Gonzalez, and P. Martin, "Grape quality assessment in vineyards affected by iron deficiency chlorosis using narrow-band physiological remote sensing indices," Remote Sens. Environ., vol. 114, no. 9, pp. 1968-1986, Sep. 2010.
21. P. J. Zarco-Tejada, J. R. Miller, A. Morales, A. Berjón, and J. Agüera, "Hyperspectral indices and model simulation for chlorophyll estimation in open-canopy tree crops," Remote Sens. Environ., vol. 90, no. 4, pp. 463-476, Apr. 2004. (Pubitemid 38583633)
22. P. J. Zarco-Tejada, A. Berjón, R. López-Lozano, J. R. Miller, P. Martín, V. Cachorro, M. R. González, and A. Frutos, "Assessing vineyard condition with hyperspectral indices: Leaf and canopy reflectance simulation in a row-structured discontinuous canopy," Remote Sens. Environ., vol. 99, no. 3, pp. 271-287, Nov. 2005. (Pubitemid 41573691)
23. P. J. Zarco-Tejada, J. R. Miller, J. Harron, B. Hu, T. L. Noland, N. Goel, G. H. Mohamme, and P. H. Sampson, "Needle chlorophyll content estimation through model inversion using hyperspectral data from boreal conifer forest canopies," Remote Sens. Environ., vol. 89, no. 2, pp. 189-199, Jan. 2004. (Pubitemid 38178914)
24. B. Pinty, J. L. Widlowski, M. Taberner, N. Gobron, M. M. Verstraete, M. Disney, P. Lewis, F. Gascon, J. P. Gastellu, L. Jiang, X. Li, L. Su, S. Tang, H. Wang, J. Wang, G. Yan, H. Zang, A. Kuusk, T. Nilson, W. Ni-Meister, P. North, W. Qin, R. Thompson, and W. Verhoef, "RAdiation Transfer Model Intercomparison (RAMI exercise: Results from the second phase," J. Geophys. Res. D, Atmos., vol. 109, no. D6, pp. D06210-1-D0621019, Mar. 2004.
25. B. Hapke, Theory of Reflectance and Emittance Spectroscopy. Cambridge, U.K.: Cambridge Univ. Press, 1993.
26. N. Yamada and S. Fujimura, "Non-destructive measurement of chlorophyll pigment content in plant leaves from three-color reflectance and transmittance," Appl. Opt., vol. 30, no. 27, pp. 3964-3973, Sep. 1991.
27. P. R. J. North, "Three dimensional forest light interaction model using a Monte Carlo method," IEEE Trans. Geosci. Remote Sens., vol. 34, no. 4, pp. 946-956, Jul. 1996. (Pubitemid 126780941)
28. N. S. Goel and R. L. Thompson, "A snapshot of canopy reflectance models and a universal model for the radiation regime," Remote Sens. Rev., vol. 18, no. 2-4, pp. 197-225, Sep. 2000. (Pubitemid 32324918)
29. J. B. Feret, C. François, G. P. Asner, A. A. Gitelson, R. E. Martin, L. P. R. Bidel, S. L. Ustin, G. le Maire, and S. Jacquemoud, "PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments," Remote Sens. Environ., vol. 112, no. 6, pp. 3030-3043, Jun. 2008.
30. J. P. Gastellu-Etchegorry, E.Martin, and F. Gascon, "DART: A 3-D model for simulating satellite images and studying surface radiation budget," Int. J. Remote Sens., vol. 25, no. 1, pp. 73-96, Jan. 2004. (Pubitemid 38211471)
31. Z. Malenovsky, L. Homolova, P.Cudlin,R. Zurita Milla, M. E. Schaepman, J. G. P. W. Clevers, E. Martin, and J. P. Gastellu-Etchegory, " Physicallybased retrievals of Norway spruce canopy variables from very high spatial resolution hyperspectral data," in Proc. IEEE IGARSS, Barcelona, Spain, Jul. 2007, vol. 1, pp. 4057-4060. (Pubitemid 351243642)
32. R. Sánchez-Salguero, R. Navarro-Cerrillo, T. W. Swetnam, and M. A. Zavala, "Is drought the main decline factor at the rear edge of Europe: The case of southern Iberian pine plantations" Forest Ecol. Manage., vol. 271, pp. 158-169, May 2012.
33. A. Abadía and J. Abadía, "Iron and plant pigments," in Iron Chelation in Plants and Soil Microorganisms, L. L. Barton and B. C. Hemming, Eds. San Diego, CA, USA: Academic, 1993, pp. 327-344.
34. T. P. Dawson, P. J. Curran, and S. E. Plummer, "LIBERTY - Modelling the effects of leaf biochemistry on reflectance spectra," Remote Sens. Environ., vol. 65, no. 1, pp. 50-60, Jul. 1998. (Pubitemid 29363050)
35. J. P. Gastellu-Etchegorry, V. Demarez, V. Pinel, and F. Zagolski, "Modeling radiative transfer in heterogeneous 3-D vegetation canopies," Remote Sens. Environ., vol. 58, no. 2, pp. 13-156, Nov. 1996.
36. Y. Zur, A. A. Gitelson, O. B. Chivkunova, and M. N. Merzlyak, "The spectral contribution of carotenoids to light absorption and reflectance in green leaves," in Proc. 2nd Int. Conf. Geospatial Inf. Agr. Forestry, Buena Vista, FL, USA, Jan. 10-12, 2000, vol. 2, pp. 1-7.
37. P. J. Zarco-Tejada, M. L. Guillén-Climent, R. Hernández- Clemente, A. Catalina, M. R. González, and P. Martín, "Estimating carotenoid content in vineyards using high resolution hyperspectral imagery acquired from an Unmanned Aerial Vehicle (UAV ," Agr. Forest Meteorol., vol. 171/172, pp. 281-294, Apr. 2013.