Evaluation of Machine Learning Algorithms in Spatial Downscaling of MODIS Land Surface Temperature
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Wan Li | Zhao-Liang Li | Hua Wu | Si-Bo Duan | Li Ni | Z. Li | S. Duan | Hua Wu | L. Ni | Wan Li
[1] Xin Pan,et al. Downscaling Land Surface Temperature in an Arid Area by Using Multiple Remote Sensing Indices with Random Forest Regression , 2017, Remote. Sens..
[2] J. Kleissl,et al. High-resolution urban thermal sharpener (HUTS) , 2011 .
[3] K. Oštir,et al. Downscaling land surface temperature for urban heat island diurnal cycle analysis , 2012 .
[4] J. Friedman,et al. Classification and Regression Trees (Wadsworth Statistics/Probability) , 1984 .
[5] Stefania Bonafoni,et al. Downscaling of Landsat and MODIS Land Surface Temperature Over the Heterogeneous Urban Area of Milan , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
[6] José A. Sobrino,et al. Satellite-derived land surface temperature: Current status and perspectives , 2013 .
[7] Dieter Oertel,et al. Unmixing-based multisensor multiresolution image fusion , 1999, IEEE Trans. Geosci. Remote. Sens..
[8] Wenyu Liu,et al. Sharpening Thermal Imageries: A Generalized Theoretical Framework From an Assimilation Perspective , 2011, IEEE Transactions on Geoscience and Remote Sensing.
[9] R. Heerdegen,et al. New Zealand climate change information derived by multivariate statistical and artificial neural networks approaches , 2001 .
[10] W. Marsden. I and J , 2012 .
[11] J. M. Moore,et al. Pixel block intensity modulation: Adding spatial detail to TM band 6 thermal imagery , 1998 .
[12] Mikhail F. Kanevski,et al. Support-Based Implementation of Bayesian Data Fusion for Spatial Enhancement: Applications to ASTER Thermal Images , 2008, IEEE Geoscience and Remote Sensing Letters.
[13] A. Arnfield. Two decades of urban climate research: a review of turbulence, exchanges of energy and water, and the urban heat island , 2003 .
[14] Venkat Lakshmi,et al. Normalization and comparison of surface temperatures across a range of scales , 2002, IEEE Trans. Geosci. Remote. Sens..
[15] Lingli Wang,et al. Asian Dust Storm Monitoring Combining Terra and Aqua MODIS SRB Measurements , 2006, IEEE Geoscience and Remote Sensing Letters.
[16] Vicente Caselles,et al. Evaluation of Disaggregation Methods for Downscaling MODIS Land Surface Temperature to Landsat Spatial Resolution in Barrax Test Site , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
[17] Shuichi Rokugawa,et al. A temperature and emissivity separation algorithm for Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) images , 1998, IEEE Trans. Geosci. Remote. Sens..
[18] G. S. Dwarakish,et al. Review on Applications of Neural Network in Coastal Engineering , 2013 .
[19] M. Vohland,et al. Downscaling land surface temperatures at regional scales with random forest regression , 2016 .
[20] Thomas G. Dietterich. An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization , 2000, Machine Learning.
[21] D. Roberts,et al. Wildfire temperature and land cover modeling using hyperspectral data , 2006 .
[22] J. A. Gualtieri,et al. Support vector machines for classification of hyperspectral data , 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).
[23] Pawan Kumar Joshi,et al. Regression-Kriging Technique to Downscale Satellite-Derived Land Surface Temperature in Heterogeneous Agricultural Landscape , 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
[24] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[25] Ji Zhou,et al. Disaggregation of remotely sensed land surface temperature: Literature survey, taxonomy, issues, and caveats , 2013 .
[26] Zhao-Liang Li,et al. Spatial Downscaling of MODIS Land Surface Temperatures Using Geographically Weighted Regression: Case Study in Northern China , 2016, IEEE Transactions on Geoscience and Remote Sensing.
[27] Jeff Dozier,et al. A generalized split-window algorithm for retrieving land-surface temperature from space , 1996, IEEE Trans. Geosci. Remote. Sens..