1,076
Views
7
CrossRef citations to date
0
Altmetric
Articles

Fractional vegetation cover estimation in heterogeneous areas by combining a radiative transfer model and a dynamic vegetation model

, , , , &
Pages 487-503 | Received 29 Apr 2018, Accepted 30 Sep 2018, Published online: 09 Oct 2018

References

  • Ali, A. M., R. Darvishzadeh, and A. K. Skidmore. 2017. “Retrieval of Specific Leaf Area from Landsat-8 Surface Reflectance Data Using Statistical and Physical Models.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10 (8): 3529–3536. doi: 10.1109/JSTARS.2017.2690623
  • Baret, F., O. Hagolle, B. Geiger, P. Bicheron, B. Miras, M. Huc, B. Berthelot, et al. 2007. “LAI, fAPAR and FCover CYCLOPES Global Products Derived from Vegetation.” Remote Sensing of Environment 110 (3): 275–286. doi: 10.1016/j.rse.2007.02.018
  • Baret, F., K. Pavageau, D. Béal, M. Weiss, B. Berthelot, and P. Regner. 2006. Algorithm Theoretical Basis Document for MERIS top of Atmosphere Land Products (TOA_VEG). Avignon: INRA-CSE.
  • Baret, F., M. Weiss, R. Lacaze, F. Camacho, H. Makhmara, P. Pacholcyzk, and B. Smets. 2013. “GEOV1: LAI and FAPAR Essential Climate Variables and FCOVER Global Time Series Capitalizing Over Existing Products. Part1: Principles of Development and Production.” Remote Sensing of Environment 137: 299–309. doi: 10.1016/j.rse.2012.12.027
  • Bindraban, P. 1999. “Impact of Canopy Nitrogen Profile in Wheat on Growth.” Field Crops Research 63 (1): 63–77. doi: 10.1016/S0378-4290(99)00030-1
  • Boogaard, H. 1998. User’s Guide for the WOFOST 7.1 Crop Growth Simulation Model and WOFOST Control Center 1.5 Technical Document 52 DLO Vinand Staring Centre. Wageningen: Wageningen University & Research.
  • Camacho, F., J. Cernicharo, R. Lacaze, F. Baret, and M. Weiss. 2013. “GEOV1: LAI, FAPAR Essential Climate Variables and FCOVER Global Time Series Capitalizing Over Existing Products. Part 2: Validation and Intercomparison with Reference Products.” Remote Sensing of Environment 137: 310–329. doi: 10.1016/j.rse.2013.02.030
  • Carlson, T. N., and D. A. Ripley. 1997. “On the Relation between NDVI, Fractional Vegetation Cover, and Leaf Area Index.” Remote Sensing of Environment 62 (3): 241–252. doi: 10.1016/S0034-4257(97)00104-1
  • Chen, J., P. Jönsson, M. Tamura, Z. Gu, B. Matsushita, and L. Eklundh. 2004. “A Simple Method for Reconstructing a High-Quality NDVI Time-Series Data set Based on the Savitzky–Golay Filter.” Remote Sensing of Environment 91 (3–4): 332–344. doi: 10.1016/j.rse.2004.03.014
  • Chen, J., B. Yifang, and L. Songnian. 2015. “China: Open Access to Earth Land-Cover Map.” Nature 514 (7523): 434.
  • Colaizzi, P. D., W. P. Kustas, M. C. Anderson, N. Agam, J. A. Tolk, S. R. Evett, T. A. Howell, Gowda, P. H., and O’Shaughnessy, S. A., 2012. “Two-source Energy Balance Model Estimates of Evapotranspiration Using Component and Composite Surface Temperatures.” Advances in Water Resources 50: 134–151. doi: 10.1016/j.advwatres.2012.06.004
  • Ding, Y., and X. Zheng. 2016. “Comparison of Fractional Vegetation Cover Estimations Using Dimidiate Pixel Models and Look-up Table Inversions of the PROSAIL Model From Landsat 8 OLI Data.” Journal of Applied Remote Sensing 10 (3): 036022. doi: 10.1117/1.JRS.10.036022
  • Duda, R. O., and P. E. Hart. 1973. Pattern Classification and Scene Analysis. New York: Wiley.
  • Feret, J.-B., C. François, G. P. Asner, A. A. Gitelson, R. E. Martin, L. P. R. Bidel, S. L. Ustin, le Maire, G., 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
  • Garrigues, S., D. Allard, F. Baret, and J. Morisette. 2008. “Multivariate Quantification of Landscape Spatial Heterogeneity Using Variogram Models.” Remote Sensing of Environment 112 (1): 216–230. doi: 10.1016/j.rse.2007.04.017
  • Ghulam, A., Q. Qin, T. Teyip, and Z.-L. Li. 2007. “Modified Perpendicular Drought Index (MPDI): a Real-Time Drought Monitoring Method.” ISPRS Journal of Photogrammetry and Remote Sensing 62 (2): 150–164. doi: 10.1016/j.isprsjprs.2007.03.002
  • Gitelson, A. A., Y. J. Kaufman, R. Stark, and D. Rundquist. 2002. “Novel Algorithms for Remote Estimation of Vegetation Fraction.” Remote Sensing of Environment 80 (1): 76–87. doi: 10.1016/S0034-4257(01)00289-9
  • Gregorczyk, A. 1998. “Richards Plant Growth Model.” Journal of Agronomy and Crop Science 181 (4): 243–247. doi: 10.1111/j.1439-037X.1998.tb00424.x
  • Hirano, Y., Y. Yasuoka, and T. Ichinose. 2004. “Urban Climate Simulation by Incorporating Satellite-Derived Vegetation Cover Distribution Into a Mesoscale Meteorological Model.” Theoretical and Applied Climatology 79 (3–4): 175–184. doi: 10.1007/s00704-004-0069-0
  • Jacquemoud, S., C. Bacour, H. Poilvé, 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., W. Verhoef, F. Baret, C. Bacour, P. J. Zarco-Tejada, G. P. Asner, C. François, and S. L. Ustin. 2009. “PROSPECT+SAIL Models: A Review of use for Vegetation Characterization.” Remote Sensing of Environment 113: S56–S66. doi: 10.1016/j.rse.2008.01.026
  • Jia, K., S. Liang, X. Gu, F. Baret, X. Wei, X. Wang, Y. Yao, L. Yang, and Y. Li. 2016. “Fractional Vegetation Cover Estimation Algorithm for Chinese GF-1 Wide Field View Data.” Remote Sensing of Environment 177: 184–191. doi: 10.1016/j.rse.2016.02.019
  • Jia, K., S. Liang, S. Liu, Y. Li, Z. Xiao, Y. Yao, B. Jiang, et al. 2015. “Global Land Surface Fractional Vegetation Cover Estimation Using General Regression Neural Networks From MODIS Surface Reflectance.” IEEE Transactions on Geoscience and Remote Sensing 53 (9): 4787–4796. doi: 10.1109/TGRS.2015.2409563
  • Jia, K., S. Liang, X. Wei, Y. Yao, Y. Su, B. Jiang, and X. Wang. 2014. “Land Cover Classification of Landsat Data with Phenological Features Extracted From Time Series MODIS NDVI Data.” Remote Sensing 6 (11): 11518–11532. doi: 10.3390/rs61111518
  • Jia, K., S. Liang, X. Wei, Y. Yao, L. Yang, X. Zhang, and D. Liu. 2018. “Validation of Global LAnd Surface Satellite (GLASS) Fractional Vegetation Cover Product From MODIS Data in an Agricultural Region.” Remote Sensing Letters 9 (9): 847–856. doi: 10.1080/2150704X.2018.1484958
  • Jimenez-Munoz, J. C., J. A. Sobrino, A. Plaza, L. Guanter, J. Moreno, and P. Martinez. 2009. “Comparison between Fractional Vegetation Cover Retrievals from Vegetation Indices and Spectral Mixture Analysis: Case Study of PROBA/CHRIS Data Over an Agricultural Area.” Sensors (Basel) 9 (2): 768–793. doi: 10.3390/s90200768
  • Johnson, B., R. Tateishi, and T. Kobayashi. 2012. “Remote Sensing of Fractional Green Vegetation Cover Using Spatially-Interpolated Endmembers.” Remote Sensing 4 (12): 2619–2634. doi: 10.3390/rs4092619
  • Jones, J. W., G. Hoogenboom, C. H. Porter, K. J. Boote, W. D. Batchelor, L. A. Hunt, P. W. Wilkens, et al. 2003. “The DSSAT Cropping System Model.” European Journal of Agronomy 18 (3–4): 235–265. doi: 10.1016/S1161-0301(02)00107-7
  • Kimes, D. S., Y. Knyazikhin, J. L. Privette, A. A. Abuelgasim, and F. Gao. 2000. “Inversion Methods for Physically-Based Models.” Remote Sensing Reviews 18 (2–4): 381–439. doi: 10.1080/02757250009532396
  • Liang, S., X. Zhao, S. Liu, W. Yuan, X. Cheng, Z. Xiao, X. Zhang, et al. 2013. “A Long-Term Global LAnd Surface Satellite (GLASS) Data-set for Environmental Studies.” International Journal of Digital Earth 6 (sup1): 5–33. doi: 10.1080/17538947.2013.805262
  • Lin, Z. H., Y. Q. Xiang, M. O. Xing-Guo, L. I. Jun, and L. Wang. 2003. “Normalized Leaf Area Index Model for Summer Maize.” Chinese Journal of Eco-Agriculture 11 (4): 69–72.
  • Lourakis, M. I. 2005. “A Brief Description of the Levenberg-Marquardt Algorithm Implemented by Levmar.” Foundation of Research and Technology 4 (1): 1–6.
  • Martinez, B., A. Verger, F. J. Garcia-Haro, M. Gilabert, and J. Melia. 2007. “Procedure for the Regional Scale Mapping of FVC and LAI Over Land Degradated Areas in the DeSurvey Project.” In Geoscience and Remote Sensing Symposium, 2007. IGARSS 2007. IEEE International, IEEE.
  • Price, J. C. 1990. “On the Information Content of Soil Reflectance Spectra.” Remote Sensing of Environment 33 (2): 113–121. doi: 10.1016/0034-4257(90)90037-M
  • Qu, Y., and Y. Zhang. 2009. “Fusing Near-Infrared Reflectance Spectrum and Dynamic Model to Estimate Vegetation Structural Parameters.” International Congress on Image and Signal Processing, Tianjin.
  • Ritchie, J., and S. Otter. 1985. “Description and Performance of CERES Wheat: A User-Oriented Wheat Yield Model.” In ARS Wheat Yield Project, 159–175. Springfield, MO: National Technical Information Service.
  • Song, W., X. Mu, G. Yan, and S. Huang. 2015. “Extracting the Green Fractional Vegetation Cover From Digital Images Using a Shadow-Resistant Algorithm (SHAR-LABFVC).” Remote Sensing 7 (8): 10425–10443. doi: 10.3390/rs70810425
  • Verhoef, W. 1984. “Light Scattering by Leaf Layers with Application to Canopy Reflectance Modeling: The SAIL Model.” Remote Sensing of Environment 16 (2): 125–141. doi: 10.1016/0034-4257(84)90057-9
  • Wang, X., K. Jia, S. Liang, Q. Li, X. Wei, Y. Yao, X. Zhang, and Y. Tu. 2017. “Estimating Fractional Vegetation Cover from Landsat-7 ETM+ Reflectance Data Based on a Coupled Radiative Transfer and Crop Growth Model.” IEEE Transactions on Geoscience and Remote Sensing 55 (10): 5539–5546. doi: 10.1109/TGRS.2017.2709803
  • Wang, X., K. Jia, S. Liang, and Y. Zhang. 2016. “Fractional Vegetation Cover Estimation Method Through Dynamic Bayesian Network Combining Radiative Transfer Model and Crop Growth Model.” IEEE Transactions on Geoscience and Remote Sensing 54 (12): 7442–7450. doi: 10.1109/TGRS.2016.2604007
  • Wikle, C. K., and L. M. Berliner. 2007. “A Bayesian Tutorial for Data Assimilation.” Physica D: Nonlinear Phenomena 230 (1–2): 1–16. doi: 10.1016/j.physd.2006.09.017
  • Wu, R., C. X. Ma, W. Zhao, and G. Casella. 2003. “Functional Mapping for Quantitative Trait Loci Governing Growth Rates: a Parametric Model.” Physiological Genomics 14 (3): 241–249. doi: 10.1152/physiolgenomics.00013.2003
  • Xiao, J., and A. Moody. 2005. “A Comparison of Methods for Estimating Fractional Green Vegetation Cover Within a Desert-to-Upland Transition Zone in Central New Mexico, USA.” Remote Sensing of Environment 98 (2–3): 237–250. doi: 10.1016/j.rse.2005.07.011
  • Yang, L., K. Jia, S. Liang, J. Liu, and X. Wang. 2016. “Comparison of Four Machine Learning Methods for Generating the GLASS Fractional Vegetation Cover Product from MODIS Data.” Remote Sensing 8 (8): 682. doi: 10.3390/rs8080682

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.