Spatial Downscaling of Land Surface Temperature over Heterogeneous Regions Using Random Forest Regression Considering Spatial Features
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Spatial Downscaling of Land Surface Temperature over Heterogeneous Regions Using Random Forest Regression Considering Spatial Features
Authors
Keywords
-
Journal
Remote Sensing
Volume 13, Issue 18, Pages 3645
Publisher
MDPI AG
Online
2021-09-13
DOI
10.3390/rs13183645
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Resolution Enhancement of Remotely Sensed Land Surface Temperature: Current Status and Perspectives
- (2021) Qi Mao et al. Remote Sensing
- Spatial Downscaling of Land Surface Temperature Based on a Multi-Factor Geographically Weighted Machine Learning Model
- (2021) Saiping Xu et al. Remote Sensing
- Downscaling Land Surface Temperature Based on Non-Linear Geographically Weighted Regressive Model over Urban Areas
- (2021) Shumin Wang et al. Remote Sensing
- Cross-calibration of Chinese Gaofen-5 thermal infrared images and its improvement on land surface temperature retrieval
- (2021) Xin Ye et al. International Journal of Applied Earth Observation and Geoinformation
- Geographically and temporally weighted neural network for winter wheat yield prediction
- (2021) Luwei Feng et al. REMOTE SENSING OF ENVIRONMENT
- Geometry and adjacency effects in urban land surface temperature retrieval from high-spatial-resolution thermal infrared images
- (2021) Shanshan Chen et al. REMOTE SENSING OF ENVIRONMENT
- Estimating high-resolution PM1 concentration from Himawari-8 combining extreme gradient boosting-geographically and temporally weighted regression (XGBoost-GTWR)
- (2020) Rui Li et al. ATMOSPHERIC ENVIRONMENT
- Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms
- (2020) Yangxiaoyue Liu et al. ADVANCES IN WATER RESOURCES
- Reconstruction of daytime land surface temperatures under cloud-covered conditions using integrated MODIS/Terra land products and MSG geostationary satellite data
- (2020) Wei Zhao et al. REMOTE SENSING OF ENVIRONMENT
- Soil Moisture Retrievals by Combining Passive Microwave and Optical Data
- (2020) Cheng Tong et al. Remote Sensing
- An Improved Approach for Downscaling Coarse-Resolution Thermal Data by Minimizing the Spatial Averaging Biases in Random Forest
- (2020) Sammy M. Njuki et al. Remote Sensing
- Impact of 3-D Structures and Their Radiation on Thermal Infrared Measurements in Urban Areas
- (2020) Xiaopo Zheng et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Spatiotemporal Fusion of Land Surface Temperature Based on a Convolutional Neural Network
- (2020) Zhixiang Yin et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Downscaling Landsat-8 land surface temperature maps in diverse urban landscapes using multivariate adaptive regression splines and very high resolution auxiliary data
- (2019) Joanna Zawadzka et al. International Journal of Digital Earth
- Downscaling MODIS land surface temperature over a heterogeneous area: An investigation of machine learning techniques, feature selection, and impacts of mixed pixels
- (2019) Hamid Ebrahimy et al. COMPUTERS & GEOSCIENCES
- Combining kernel-driven and fusion-based methods to generate daily high-spatial-resolution land surface temperatures
- (2019) Haiping Xia et al. REMOTE SENSING OF ENVIRONMENT
- Downscaling Land Surface Temperature from MODIS Dataset with Random Forest Approach over Alpine Vegetated Areas
- (2019) Paulina Bartkowiak et al. Remote Sensing
- Downscaling of Urban Land Surface Temperature Based on Multi-Factor Geographically Weighted Regression
- (2019) Jinhua Wu et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Evaluation of Machine Learning Algorithms in Spatial Downscaling of MODIS Land Surface Temperature
- (2019) Wan Li et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Crop phenology retrieval via polarimetric SAR decomposition and Random Forest algorithm
- (2019) Hongquan Wang et al. REMOTE SENSING OF ENVIRONMENT
- Estimating 1-km-resolution PM2.5 concentrations across China using the space-time random forest approach
- (2019) Jing Wei et al. REMOTE SENSING OF ENVIRONMENT
- A Split Window Algorithm for Retrieving Land Surface Temperature from FY-3D MERSI-2 Data
- (2019) Han Wang et al. Remote Sensing
- A review of earth surface thermal radiation directionality observing and modeling: Historical development, current status and perspectives
- (2019) Biao Cao et al. REMOTE SENSING OF ENVIRONMENT
- A Value-Consistent Method for Downscaling SMAP Passive Soil Moisture With MODIS Products Using Self-Adaptive Window
- (2019) Fengping Wen et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- An Operational Land Surface Temperature Product for Landsat Thermal Data: Methodology and Validation
- (2018) Nabin K. Malakar et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Modeling the seed yield of Ajowan ( Trachyspermum ammi L.) using artificial neural network and multiple linear regression models
- (2018) Mohsen Niazian et al. INDUSTRIAL CROPS AND PRODUCTS
- MAIAC-based long-term spatiotemporal trends of PM 2.5 in Beijing, China
- (2018) Fengchao Liang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Applicability of Downscaling Land Surface Temperature by Using Normalized Difference Sand Index
- (2018) Xin Pan et al. Scientific Reports
- Geographically Weighted Area-to-Point Regression Kriging for Spatial Downscaling in Remote Sensing
- (2018) Yan Jin et al. Remote Sensing
- Spatiotemporal Fusion of Multisource Remote Sensing Data: Literature Survey, Taxonomy, Principles, Applications, and Future Directions
- (2018) et al. Remote Sensing
- Estimating Ground-Level PM2.5 by Fusing Satellite and Station Observations: A Geo-Intelligent Deep Learning Approach
- (2017) Tongwen Li et al. GEOPHYSICAL RESEARCH LETTERS
- Generating a series of fine spatial and temporal resolution land cover maps by fusing coarse spatial resolution remotely sensed images and fine spatial resolution land cover maps
- (2017) Xiaodong Li et al. REMOTE SENSING OF ENVIRONMENT
- Fusing Observational, Satellite Remote Sensing and Air Quality Model Simulated Data to Estimate Spatiotemporal Variations of PM2.5 Exposure in China
- (2017) Tao Xue et al. Remote Sensing
- Estimating Land Surface Temperature from Feng Yun-3C/MERSI Data Using a New Land Surface Emissivity Scheme
- (2017) Xiangchen Meng et al. Remote Sensing
- Downscaling Land Surface Temperature in an Arid Area by Using Multiple Remote Sensing Indices with Random Forest Regression
- (2017) Yingbao Yang et al. Remote Sensing
- Spatial Downscaling of MODIS Land Surface Temperatures Using Geographically Weighted Regression: Case Study in Northern China
- (2016) Si-Bo Duan et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A flexible spatiotemporal method for fusing satellite images with different resolutions
- (2016) Xiaolin Zhu et al. REMOTE SENSING OF ENVIRONMENT
- Downscaling land surface temperatures at regional scales with random forest regression
- (2016) Christopher Hutengs et al. REMOTE SENSING OF ENVIRONMENT
- Preliminary analysis of the performance of the Landsat 8/OLI land surface reflectance product
- (2016) Eric Vermote et al. REMOTE SENSING OF ENVIRONMENT
- Landsat 8: The plans, the reality, and the legacy
- (2016) Thomas R. Loveland et al. REMOTE SENSING OF ENVIRONMENT
- Evaluation of ASTER-Like Daily Land Surface Temperature by Fusing ASTER and MODIS Data during the HiWATER-MUSOEXE
- (2016) Guijun Yang et al. Remote Sensing
- A comparison of STARFM and an unmixing-based algorithm for Landsat and MODIS data fusion
- (2015) Caroline M. Gevaert et al. REMOTE SENSING OF ENVIRONMENT
- Generating Daily Synthetic Landsat Imagery by Combining Landsat and MODIS Data
- (2015) Mingquan Wu et al. SENSORS
- Evaluation of Land Surface Temperature Retrieval from FY-3B/VIRR Data in an Arid Area of Northwestern China
- (2015) Jinxiong Jiang et al. Remote Sensing
- Estimation and Validation of Land Surface Temperatures from Chinese Second-Generation Polar-Orbit FY-3A VIRR Data
- (2015) Bo-Hui Tang et al. Remote Sensing
- An Improved Mono-Window Algorithm for Land Surface Temperature Retrieval from Landsat 8 Thermal Infrared Sensor Data
- (2015) Fei Wang et al. Remote Sensing
- Generating daily land surface temperature at Landsat resolution by fusing Landsat and MODIS data
- (2014) Qihao Weng et al. REMOTE SENSING OF ENVIRONMENT
- Cross-validation pitfalls when selecting and assessing regression and classification models
- (2014) Damjan Krstajic et al. Journal of Cheminformatics
- Stray Light Artifacts in Imagery from the Landsat 8 Thermal Infrared Sensor
- (2014) Matthew Montanaro et al. Remote Sensing
- Radiometric Calibration Methodology of the Landsat 8 Thermal Infrared Sensor
- (2014) Matthew Montanaro et al. Remote Sensing
- An Emissivity Modulation Method for Spatial Enhancement of Thermal Satellite Images in Urban Heat Island Analysis
- (2013) Janet Nichol PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- Satellite-derived land surface temperature: Current status and perspectives
- (2013) Zhao-Liang Li et al. REMOTE SENSING OF ENVIRONMENT
- Disaggregation of remotely sensed land surface temperature: Literature survey, taxonomy, issues, and caveats
- (2013) Wenfeng Zhan et al. REMOTE SENSING OF ENVIRONMENT
- Generation of a time-consistent land surface temperature product from MODIS data
- (2013) Si-Bo Duan et al. REMOTE SENSING OF ENVIRONMENT
- An Enhanced Physical Method for Downscaling Thermal Infrared Radiance
- (2012) Desheng Liu et al. IEEE Geoscience and Remote Sensing Letters
- Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data
- (2012) Peng Gong et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Use of MODIS and Landsat time series data to generate high-resolution temporal synthetic Landsat data using a spatial and temporal reflectance fusion model
- (2012) Zheng Niu Journal of Applied Remote Sensing
- SRTM DEM and its application advances
- (2011) Liping Yang et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- High-resolution urban thermal sharpener (HUTS)
- (2011) Anthony Dominguez et al. REMOTE SENSING OF ENVIRONMENT
- Enhancing temporal resolution of satellite imagery for public health studies: A case study of West Nile Virus outbreak in Los Angeles in 2007
- (2011) Hua Liu et al. REMOTE SENSING OF ENVIRONMENT
- Disaggregation of MODIS surface temperature over an agricultural area using a time series of Formosat-2 images
- (2010) Olivier Merlin et al. REMOTE SENSING OF ENVIRONMENT
- An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions
- (2010) Xiaolin Zhu et al. REMOTE SENSING OF ENVIRONMENT
- Thermal infrared remote sensing for urban climate and environmental studies: Methods, applications, and trends
- (2009) Qihao Weng ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Unmixing-Based Landsat TM and MERIS FR Data Fusion
- (2008) R. Zurita-Milla et al. IEEE Geoscience and Remote Sensing Letters
- Land Surface Emissivity Retrieval From Different VNIR and TIR Sensors
- (2008) J.A. Sobrino et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A new index for delineating built‐up land features in satellite imagery
- (2008) H. Xu INTERNATIONAL JOURNAL OF REMOTE SENSING
- Radiance‐based validation of the V5 MODIS land‐surface temperature product
- (2008) Z. Wan et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search