2,125
Views
11
CrossRef citations to date
0
Altmetric
Research Article

Investigating different versions of PROSPECT and PROSAIL for estimating spectral and biophysical properties of photosynthetic and non-photosynthetic vegetation in mixed grasslands

ORCID Icon, &
Pages 354-371 | Received 20 Sep 2020, Accepted 10 Jan 2021, Published online: 31 Jan 2021

References

  • Atzberger, C., R. Darvishzadeh, M. Immitzer, M. Schlerf, A. Skidmore, and G. le Maire. 2015. “Comparative Analysis of Different Retrieval Methods for Mapping Grassland Leaf Area Index Using Airborne Imaging Spectroscopy.” International Journal of Applied Earth Observation and Geoinformation 43: 19–31. doi:10.1016/j.jag.2015.01.009.
  • Atzberger, C., R. Darvishzadeh, M. Schlerf, and G. Le Maire. 2013. “Suitability and Adaptation of PROSAIL Radiative Transfer Model for Hyperspectral Grassland Studies.” Remote Sensing Letters 4 (1): 56–65. doi:10.1080/2150704X.2012.689115.
  • Baret, F., and T. Fourty. 1997. “Estimation of Leaf Water Content and Specific Leaf Weight from Reflectance and Transmittance Measurements.” Agronomie 17 (9–10): 455–464. doi:10.1051/agro:19970903.
  • Berger, K., C. Atzberger, M. Danner, G. D’Urso, W. Mauser, F. Vuolo, and T. Hank. 2018a. “Evaluation of the PROSAIL Model Capabilities for Future Hyperspectral Model Environments: A Review Study.” Remote Sensing 10 (851). doi:10.3390/rs10010085.
  • Berger, K., C. Atzberger, M. Danner, G. D. Urso, W. Mauser, F. Vuolo, and T. Hank. 2018b. “Evaluation of the PROSAIL Model Capabilities for Future Hyperspectral Model Environments: A Review Study.” Remote Sensing 10 (2): 85. doi:10.3390/rs10010085.
  • Berger, K., C. Atzberger, M. Danner, M. Wocher, W. Mauser, and T. Hank. 2018c. “Model-Based Optimization of Spectral Sampling for the Retrieval of Crop Variables with the PROSAIL Model.” Remote Sensing 10 (12): 2063. doi:10.3390/rs10122063.
  • Botha, E. J., B. Leblon, B. J. Zebarth, and J. Watmough. 2010. “Non-Destructive Estimation of Wheat Leaf Chlorophyll Content from Hyperspectral Measurements through Analytical Model Inversion.” International Journal of Remote Sensing 31 (7): 1679–1697. doi:10.1080/01431160902926574.
  • Bousquet, L., S. Lacherade, S. Jacquemoud, and I. Moya. 2005. “Leaf BRDF Measurements and Model for Specular and Diffuse Components Differentiation.” Remote Sensing of Environment 98 (2–3): 201–211. doi:10.1016/j.rse.2005.07.005.
  • Colombo, R. 2003. “Retrieval of Leaf Area Index in Different Vegetation Types Using High Resolution Satellite Data.” Remote Sensing of Environment 86 (1): 120–131. doi:10.1016/S0034-4257(03)00094-4.
  • Danson, F. M., C. S. Rowland, and F. Baret. 2003. “Training a Neural Network with a Canopy Reflectance Model to Estimate Crop Leaf Area Index.” International Journal of Remote Sensing 24 (23): 4891–4905. doi:10.1080/0143116031000070319.
  • Darvishzadeh, R., C. Atzberger, A. Skidmore, and M. Schlerf. 2010. “Retrieval of Vegetation Biochemicals Using a Radiative Transfer Model and Hyperspectral Data.” 100 Years ISPRS Advancing Remote Sensing Science, PT 2 38 (7B): 171–175.
  • Darvishzadeh, R., C. Atzberger, A. Skidmore, and M. Schlerf. 2011. “Mapping Grassland Leaf Area Index with Airborne Hyperspectral Imagery: A Comparison Study of Statistical Approaches and Inversion of Radiative Transfer Models.” Isprs Journal of Photogrammetry and Remote Sensing 66 (6): 894–906. doi:10.1016/j.isprsjprs.2011.09.013.
  • Darvishzadeh, R., A. A. Matkan, and A. D. Ahangar. 2012. “Inversion of a Radiative Transfer Model for Estimation of Rice Canopy Chlorophyll Content Using a Lookup-Table Approach.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 5 (4SI): 1222–1230. doi:10.1109/JSTARS.2012.2186118.
  • Darvishzadeh, R., A. Skidmore, M. Schlerf, and C. Atzberger. 2008. “Inversion of a Radiative Transfer Model for Estimating Vegetation LAI and Chlorophyll in a Heterogeneous Grassland.” Remote Sensing of Environment 112 (5): 2592–2604. doi:10.1016/j.rse.2007.12.003.
  • Duan, S., Z. Li, H. Wu, B. Tang, L. Ma, E. Zhao, and C. Li. 2014. “Inversion of the PROSAIL Model to Estimate Leaf Area Index of Maize, Potato, and Sunflower Fields from Unmanned Aerial Vehicle Hyperspectral Data.” International Journal of Applied Earth Observation and Geoinformation 26: 12–20. doi:10.1016/j.jag.2013.05.007.
  • Environment Canada. 2016. “Historical Climate Data.” http://climate.weather.gc.ca/
  • Féret, J., K. Berger, F. de Boissieu, and Z. Malenovský. 2021. “PROSPECT-PRO for Estimating Content of Nitrogen-Containing Leaf Proteins and Other Carbon-Based Constituents.” Remote Sensing of Environment 252: 112173. doi:10.1016/j.rse.2020.112173.
  • Feret, J., 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 (6): 3030–3043. doi:10.1016/j.rse.2008.02.012.
  • Feret, 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.
  • Fourty, T., F. Baret, S. Jacquemoud, G. Schmuck, and J. Verdebout. 1996. “Leaf Optical Properties with Explicit Description of Its Biochemical Composition: Direct and Inverse Problems.” Remote Sensing of Environment 56 (2): 104–117. doi:10.1016/0034-4257(95)00234-0.
  • Gould., K., K. Davies, and C. Winefield. 2009. Anthocyanins: Biosynthesis, Functions, and Applications.In. New York, NY: Springer-Verlag.
  • Guerschman, J. P., M. J. Hill, L. J. Renzullo, D. J. Barrett, A. S. Marks, and E. J. Botha. 2009. “Estimating Fractional Cover of Photosynthetic Vegetation, Non-Photosynthetic Vegetation and Bare Soil in the Australian Tropical Savanna Region Upscaling the EO-1 Hyperion and MODIS Sensors.” Remote Sensing of Environment 113 (5): 928–945. doi:10.1016/j.rse.2009.01.006.
  • Jacquemoud, S., C. Bacour, H. Poilve, and J. P. Frangi. 2000. “Comparison of Four Radiative Transfer Models to Simulate Plant Canopies Reflectance: Direct and Inverse Mode.” Remote Sensing of Environment 74 (3): 471–481. doi:10.1016/S0034-4257(00)00139-5.
  • Jacquemoud, S., and F. Baret. 1990. “PROSPECT - a Model of Leaf Optical-Properties Spectra.” Remote Sensing of Environment 34 (2): 75–91. doi:10.1016/0034-4257(90)90100-Z.
  • Jacquemoud, S., and S. Ustin. 2019. Leaf Optical Properties. Cambridge: Cambridge University Press.
  • 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 (3): 194–202. doi:10.1016/0034-4257(95)00238-3.
  • Jacquemoud, S., W. Verhoef, F. Baret, C. Bacour, P. J. Zarco-Tejada, G. P. Asner, C. Francois, and S. L. Ustin. 2009. “PROSPECT Plus SAIL Models: A Review of Use for Vegetation Characterization.” Remote Sensing of Environment 113: S56–S66. doi:10.1016/j.rse.2008.01.026.
  • Jarocińska, A. M. 2014. “Radiative Transfer Model Parametrization for Simulating the Reflectance of Meadow Vegetation.” Miscellanea Geographica 18 (2): 5–9. doi:10.2478/mgrsd-2014-0001.
  • Junker, L. V., and I. Ensminger. 2016. “Relationship between Leaf Optical Properties, Chlorophyll Fluorescence and Pigment Changes in senescingAcer Saccharum Leaves.” Tree Physiology 36 (6): 694–711. doi:10.1093/treephys/tpv148.
  • Le Maire, G., C. Francois, and E. Dufrene. 2004. “Towards Universal Broad Leaf Chlorophyll Indices Using PROSPECT Simulated Database and Hyperspectral Reflectance Measurements.” Remote Sensing of Environment 89 (1): 1–28. doi:10.1016/j.rse.2003.09.004.
  • Li, Z., and X. Guo. 2018. “Non-Photosynthetic Vegetation Biomass Estimation in Semiarid Canadian Mixed Grasslands Using Ground Hyperspectral Data, Landsat 8 OLI, and Sentinel-2 Images.” International Journal of Remote Sensing 39 (20): 6893–6913. doi:10.1080/01431161.2018.1468105.
  • López, R., D. Gondar, A. Iglesias, S. Fiol, J. Antelo, and F. Arce. 2008. “Acid Properties of Fulvic and Humic Acids Isolated from Two Acid Forest Soils under Different Vegetation Cover and Soil Depth.” European Journal of Soil Science 59 (5): 892–899. doi:10.1111/j.1365-2389.2008.01048.x.
  • Lu, B., and Y. He. 2019. “Leaf Area Index Estimation in a Heterogeneous Grassland Using Optical, SAR, and DEM Data.” Canadian Journal of Remote Sensing 45 (5): 618–633. doi:10.1080/07038992.2019.1641401.
  • Lucieer, A., Z. Malenovský, T. Veness, and L. Wallace. 2014. “HyperUAS-imaging Spectroscopy from a Multirotor Unmanned Aircraft System.” Journal of Field Robotics 31 (4): 571–590. doi:10.1002/rob.21508.
  • Meienberger, G. 2004. Canopy Biophysical Parameter Retrieval by Inversion of the PROSPECT-SAIL Radiative Transfer Models Using Three Different Techniques: An Iterative Minimisation Algorithm, a Look-Up Table Approach and a Neural Network, University of Zürich.
  • Minocha, R., G. Martinez, B. Lyons, and S. Long. 2009. “Development of a Standardized Methodology for Quantifying Total Chlorophyll and Carotenoids from Foliage of Hardwood and Conifer Tree Species.” Canadian Journal of Forest Research 39 (4): 849–861. doi:10.1139/X09-015.
  • Mousivand, A., M. Menenti, B. Gorte, and W. Verhoef. 2014. “Global Sensitivity Analysis of the Spectral Radiance of a Soil–Vegetation System.” Remote Sensing of Environment 145: 131–144. doi:10.1016/j.rse.2014.01.023.
  • Pedros, R., Y. Goulas, S. Jacquemoud, J. Louis, and I. Moya. 2010. “FluorMODleaf: A New Leaf Fluorescence Emission Model Based on the PROSPECT Model.” Remote Sensing of Environment 114 (1): 155–167. doi:10.1016/j.rse.2009.08.019.
  • Proctor, C., B. Lu, and Y. He. 2017. “Determining the Absorption Coefficients of Decay Pigments in Decomposing Monocots.” Remote Sensing of Environment 199: 137–153. doi:10.1016/j.rse.2017.07.007.
  • Rivera, J., J. Verrelst, G. Leonenko, and J. Moreno. 2013. “Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model.” Remote Sensing 5 (7): 3280–3304. doi:10.3390/rs5073280.
  • Schlerf, M., and C. Atzberger. 2006. “Inversion of a Forest Reflectance Model to Estimate Structural Canopy Variables from Hyperspectral Remote Sensing Data.” Remote Sensing of Environment 100 (3): 281–294. doi:10.1016/j.rse.2005.10.006.
  • Verhoef, W., and H. Bach. 2007. “Coupled Soil-Leaf-Canopy and Atmosphere Radiative Transfier Modeling to Simulate Hyperspectral Multi-Angular Surface Reflectance and TOA Radiance Data.” Remote Sensing of Environment 109 (2): 166–182. doi:10.1016/j.rse.2006.12.013.
  • Vohland, M., S. Mader, and W. Dorigo. 2010. “Applying Different Inversion Techniques to Retrieve Stand Variables of Summer Barley with PROSPECT+SAIL.” International Journal of Applied Earth Observation and Geoinformation 12 (2): 71–80. doi:10.1016/j.jag.2009.10.005.
  • Wong, K. K., and Y. He. 2013. “Estimating Grassland Chlorophyll Content Using Remote Sensing Data at Leaf, Canopy, and Landscape Scales.” Canadian Journal of Remote Sensing 39 (2): 155–166. doi:10.5589/m13-021.
  • Yildirim, E. 2007. “Foliar and Soil Fertilization of Humic Acid Affect Productivity and Quality of Tomato.” Acta Agriculturae Scandinavica. Section B, Soil and Plant Science 57 (2): 182–186. doi:10.1080/09064710600813107.
  • Zarco-Tejada, P. J., J. R. Miller, J. Harron, B. Hu, T. L. Noland, N. Goel, G. H. Mohammed, and P. Sampson. 2004. “Needle Chlorophyll Content Estimation through Model Inversion Using Hyperspectral Data from Boreal Conifer Forest Canopies.” Remote Sensing of Environment 89 (2): 189–199. doi:10.1016/j.rse.2002.06.002.

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.