Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval
Tài liệu tham khảo
Atzberger, 2004, Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models, Remote Sensing of Environment, 93, 53, 10.1016/j.rse.2004.06.016
Baret, 2007, LAI, fAPAR and fCover CYCLOPES global products derived from VEGETATION. Part 1: principles of the algorithm, Remote Sensing of Environment, 110, 275, 10.1016/j.rse.2007.02.018
Brown, 2000, A shortwave infrared modification to the simple ratio for LAI retrieval in boreal forests: an image and model analysis, Remote Sensing of Environment, 71, 16, 10.1016/S0034-4257(99)00035-8
Buermann, 2001, Evaluation of the utility of satellite-based vegetation leaf area index data for climate simulations, Journal of Climate, 14, 3536, 10.1175/1520-0442(2001)014<3536:EOTUOS>2.0.CO;2
2009
Colombo, 2003, Retrieval of leaf area index in different vegetation types using high resolution satellite data, Remote Sensing of Environment, 86, 120, 10.1016/S0034-4257(03)00094-4
Delegido, 2011, Evaluation of sentinel-2 red-edge bands for empirical estimation of green LAI and chlorophyll content, Sensors, 11, 7063, 10.3390/s110707063
Drusch, 2012, Sentinel-2: ESA’s optical high-resolution mission for GMES operational services, Remote Sensing of Environment, 120, 25, 10.1016/j.rse.2011.11.026
Fang, 2012, Theoretical uncertainty analysis of global MODIS, CYCLOPES, and GLOBCARBON LAI products using a triple collocation method, Remote Sensing of Environment, 124, 610, 10.1016/j.rse.2012.06.013
GCOS, 2011. Systematic Observation Requirements for Satellite-Based Products for Climate, 2011 Update, Supplemental Details to the Satellite-Based Component of the Implementation Plan for the Global Observing System for Climate in Support of the UNFCCC (2010 update, GCOS-154), pp. 138. <http://www.wmo.int/pages/prog/gcos/Publications/gcos-154.pdf>.
Guanter, 2005, A method for the surface reflectance retrieval from PROBA/CHRIS data over land: application to ESA SPARC campaigns, IEEE Transactions on Geoscience and Remote Sensing, 43, 2908, 10.1109/TGRS.2005.857915
Knyazikhin, 1998, Synergistic algorithm for estimating vegetation canopy leaf area index and fraction of absorbed photosynthetically active radiation from MODIS and MISR data, Journal of Geophysical Research D: Atmospheres, 103, 32257, 10.1029/98JD02462
Lazaro-Gredilla, 2013, Retrieval of biophysical parameters with heteroscedastic Gaussian processes, Geoscience and Remote Sensing Letters, IEEE PP, 1, 10.1109/LGRS.2013.2279695
Meroni, 2004, Inversion of a radiative transfer model with hyperspectral observations for LAI mapping in poplar plantations, Remote Sensing of Environment, 92, 195, 10.1016/j.rse.2004.06.005
Moreno, J., Participants of the SPARC campaigns, 2004. SPARC Data Acquisition Report. Contract No: 18307/04/NL/FF. University Valencia. <https://earth.esa.int/c/document_library/get_file?folderId=21020&name=DLFEs-386.pdf>.
Morisette, 2006, Validation of global moderate-resolution LAI products: a framework proposed within the CEOS land product validation subgroup, IEEE Transactions on Geoscience and Remote Sensing, 44, 1804, 10.1109/TGRS.2006.872529
O’Hagan, 1994, Bayesian Inference, vol. 2B
Orbanz, 2010
Rasmussen, 2006
Verrelst, 2012, Machine learning regression algorithms for biophysical parameter retrieval: opportunities for Sentinel-2 and -3, Remote Sensing of Environment, 118, 127, 10.1016/j.rse.2011.11.002
Verrelst, 2012, Retrieval of vegetation biophysical parameters using Gaussian process techniques, IEEE Transactions on Geoscience and Remote Sensing, 50, 1832, 10.1109/TGRS.2011.2168962
Verrelst, 2012, Mapping vegetation density in a heterogeneous river floodplain ecosystem using pointable CHRIS/PROBA data, Remote Sensing, 4, 2866, 10.3390/rs4092866
Verrelst, 2013, Gaussian process retrieval of chlorophyll content from imaging spectroscopy data, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10.1109/JSTARS.2012.2222356