A Review of Machine Learning Applications in Land Surface Modeling
2021
Pal, Sujan, Sharma, Prateek
Discharge, Soil Depth, Biomass, Soil Moisture/Water Content , Albedo , Leaf Characteristics, Photosynthetically Active Radiation , Carbon , Respiration Rate, Atmospheric Water Vapor, Runoff
A shift in the diurnal timing and intensity of deep convection over the
2021
Alber, Kathrin, Zhou, Liming, Raghavendra, Ajay
Land Surface Temperature , Emissivity
A random forest-based data fusion method for obtaining all-weather land surface temperature with high spatial resolution
2021
Xu, Shuo, Cheng, Jie, Zhang, Quan
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A pigment ratio index based on remotely sensed reflectance provides the potential for universal gross primary production estimation
2021
Wu, W, Epstein, H E, Guo, H, Li, X, Gong, C
Reflectance , Reflectance , Photosynthesis, Primary Production, Vegetation Productivity, Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Albedo , Anisotropy, Shortwave Radiation, Albedo, Snow Cover
A pixel-based spectral matching method for mapping high-resolution irrigated areas using EVI time series
2021
Lu, Yizhu, Song, Wenlong, Lu, Juan, Chen, Minjian, Su, Zhicheng, Zhang, Xuejun, Li, Huanxin
Reflectance
A practical approach to reconstruct high-quality Landsat NDVI time-series data by gap filling and the SavitzkyGolay filter
2021
Chen, Yang, Cao, Ruyin, Chen, Jin, Liu, Licong, Matsushita, Bunkei
Reflectance
A practical reanalysis data and thermal infrared remote sensing data merging (RTM) method for reconstruction of a 1-km all-weather land surface temperature
2021
Zhang, Xiaodong, Zhou, Ji, Liang, Shunlin, Wang, Dongdong
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Albedo , Anisotropy
A practical remote sensing monitoring framework for late frost damage in wine grapes using multi-source satellite data
2021
Li, Wenjie, Huang, Jingfeng, Yang, Lingbo, Chen, Yan, Fang, Yahua, Jin, Hongwei, Sun, Han, Huang, Ran
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A practical satellite-derived vegetation drought index for arid and semi-arid grassland drought monitoring
2021
Chang, Sheng, Chen, Hong, Wu, Bingfang, Nasanbat, Elbegjargal, Yan, Nana, Davdai, Bulgan
Reflectance , Land Surface Temperature , Emissivity, Total Surface Precipitation Rate
8-day and daily maximum and minimum air temperature estimation via machine learning method on a climate zone to global scale
2021
Zeng, Linglin, Hu, Yuchao, Wang, Rui, Zhang, Xiang, Peng, Guozhang, Huang, Zhenyu, Zhou, Guoqing, Xiang, Daxiang, Meng, Ran, Wu, Weixiong, Hu, Shun
Emissivity, Land Surface Temperature , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Albedo , Anisotropy, Reflectance , RADAR IMAGERY, Terrain Elevation , Digital Elevation/Terrain Model (DEM)
A 1-km hourly air-temperature model for 13 northeastern US states using remotely sensed and ground-based measurements
2021
Carrion, Daniel, Arfer, Kodi B., Rush, Johnathan, Dorman, Michael, Rowland, Sebastian T., Kioumourtzoglou, Marianthi-Anna, Kloog, Itai, Just, Allan C.
Air Temperature, Carbon Monoxide , Cloud Fraction, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Geopotential Height, Methane, Outgoing Longwave Radiation, Atmospheric Ozone, Total Precipitable Water, Sea Surface Temperature , Surface Pressure, Skin Temperature, Surface Temperature , Sulfur Dioxide , Tropopause, Tropospheric Ozone, Upper Air Temperature, Water Vapor Profiles, Cloud Liquid Water/Ice, Land Surface Temperature , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
2017 Ventenata dubia distribution in the Blue Mountains Ecoregion of Oregon, Washington, and Idaho - probability
2021
Nietupski, Ty C., Kerns, Becky K.
Reflectance , Anisotropy
2019-20 Australian Bushfires and Anomalies in Carbon Monoxide Surface
2021
John, Shyno Susan, Deutscher, Nicholas M., Paton-Walsh, Clare, Velazco, Voltaire A., Jones, Nicholas B., Griffith, David W. T.
Fire Occurrence, Surface Thermal Properties , Land Surface Temperature , THERMAL ANOMALIES, Fire Dynamics, Surface Radiative Properties
A dualchannel aerosol optical depth retrieval algorithm incorporating the brdf effect from avhrr over eastern asia
2021
Wang, Ying, Gu, Xingfa, Li, Jian, Mi, Xiaofei
Reflectance , Total Surface Water
A fine-resolution soil moisture dataset for China in 2002-2018
2021
Meng, Xiangjin, Mao, Kebiao, Meng, Fei, Shi, Jiancheng, Zeng, Jiangyuan, Shen, Xinyi, Cui, Yaokui, Jiang, Lingmei, Guo, Zhonghua
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Emissivity, Land Surface Temperature , Total Surface Precipitation Rate
A four-parameter model for estimating diurnal temperature cycle from MODIS land surface temperature product
2021
Lu, L., Zhou, X. M.
Land Surface Temperature , Emissivity, Reflectance , Sea Surface Temperature , Land Use/Land Cover Classification
A framework for generating high spatiotemporal resolution land surface temperature in heterogeneous areas
2021
Zhu, Xinming, Song, Xiaoning, Leng, Pei, Li, Xiaotao, Gao, Liang, Guo, Da, Cai, Shuohao
Land Use/Land Cover Classification , Reflectance , Land Surface Temperature , Emissivity, Terrain Elevation , Digital Elevation/Terrain Model (DEM) , Topographical Relief Maps
A framework for multi-dimensional assessment of wildfire disturbance severity from remotely sensed ecosystem functioning attributes
2021
Marcos, Bruno, Goncalves, Joao, Alcaraz-Segura, Domingo, Cunha, Mario, Honrado, Joao P.
Reflectance , Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area, Land Surface Temperature , Emissivity
A dataset of remote-sensed Forel-Ule Index for global inland waters during 20002018
2021
Wang, Shenglei, Li, Junsheng, Zhang, Wenzhi, Cao, Chang, Zhang, Fangfang, Shen, Qian, Zhang, Xianfeng, Zhang, Bing
Reflectance
A decadal (20082017) daily evapotranspiration data set of 1 km spatial resolution and spatial completeness across the North China Plain using TSEB and data fusion
2021
Zhang, Caijin, Long, Di, Zhang, Yucui, Anderson, Martha C., Kustas, William P., Yang, Yang
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification , Land Surface Temperature , Emissivity
A comprehensive characterization of MODIS daily burned area mapping accuracy across fire sizes in tropical savannas
2021
Campagnolo, M.L., Libonati, R., Rodrigues, J.A., Pereira, J.M.C.
Reflectance , Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Surface Thermal Properties , Land Surface Temperature , THERMAL ANOMALIES, Burned Area, Fire Dynamics, Land Use/Land Cover Classification
A cloud-based toolbox for the versatile environmental annotation of biodiversity data
2021
Li, Richard, Ranipeta, Ajay, Wilshire, John, Malczyk, Jeremy, Duong, Michelle, Guralnick, Robert, Wilson, Adam, Jetz, Walter
Reflectance , Land Surface Temperature , Emissivity, RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
A Bayesian approach for interpolating clear-sky MODIS land surface temperatures on areas with extensive missing data
2021
Chen, Yuhong, Nan, Zhuotong, Zhao, Shuping, Xu, Yi
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A boundary finding-based spatiotemporal fusion model for vegetation index
2021
Wang, Yaxu, Luo, Xiaobo, Wang, Quan
Reflectance
A calibration/disaggregation coupling scheme for retrieving soil moisture at high spatio-temporal resolutionSynergy between smap passive microwave, MODIS/Landsat optical/thermal and sentinel-1 radar data
2021
Ojha, Nitu, Merlin, Olivier, Amazirh, Abdelhakim, Ouaadi, Nadia, Rivalland, Vincent, Jarlan, Lionel, Er-Raki, Salah, Escorihuela, Maria Jose
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)