A Machine Learning Framework for the Classification of Natura 2000
2022
Sittaro, Fabian, Hutengs, Christopher, Semella, Sebastian, Vohland, Michael
Reflectance
A machine learning method for inland water detection using CYGNSS data
2022
Ghasemigoudarzi, Pedram, Huang, Weimin, De Silva, Oscar, Yan, Qingyun, Power, Desmond
Reflectance , Total Surface Water
A neural network-based method for satellite-based mapping of sediment-laden sea ice in the Arctic
2022
Waga, Hisatomo, Eicken, Hajo, Light, Bonnie, Fukamachi, Yasushi
Reflectance
A method to derive satellite PAR albedo time series over first-year sea ice in the Arctic Ocean
2022
Laliberte, Julien, Rehm, Eric, Hamre, Borge, Goyens, Clemence, Perovich, Donald K., Babin, Marcel
Reflectance
A novel approach for high-quality drainage network extraction in flat terrains by using a priori knowledge of hydrogeomorphic features to extend DEMs: A case study in ...
2022
Ye, Song, Zhang, Qiuwen, Yan, Fei, Ren, Bo, Shen, Dingtao
Reforestation, Terrestrial Ecosystems , Permafrost , Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion , Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers , Ice Sheets, Icebergs , Ice Deformation, Ice Depth/Thickness , Ice Edges, Ice Extent , Ice Floes, Ice Growth/Melt , Ice Roughness, Ice Temperature, Ice Types, Icebergs , Leads, Pack Ice , Polynyas , Reflectance , Sea Ice Motion , Ice Extent , Ice Growth/Melt , Ice Motion, Ice Velocity, Lake Ice , Permafrost , River Ice, Snow Cover , Landslides , Aeolian Landforms , Coastal Landforms , Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms , Land Use/Land Cover Classification , Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation , Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds , Ice Deformation, Ice Depth/Thickness , Ice Edges, Ice Extent , Ice Floes, Ice Roughness, Ice Types, Icebergs , Leads, Pack Ice , Polynyas , Sea Ice Motion , Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes , Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion , Glacier Topography/Ice Sheet Topography, Glaciers , Ice Sheets, Icebergs , Ice Extent , Ice Growth/Melt , Ice Motion, Ice Velocity, Lake Ice , Permafrost , River Ice
A spatial frequency/spectral indicator-driven model for estimating cultivated land quality using the gradient boosting decision tree and genetic algorithm-back propagation neural network
2022
Xia, Ziqing, Peng, Yiping, Lin, Chenjie, Wen, Ya, Liu, Huiming, Liu, Zhenhua
Reflectance
A spatially explicit reconstruction of cropland cover in China around 1850 CE employing new land suitability based gridded allocation algorithm
2022
Zhang, Chengpeng, Fang, Xiuqi, Ye, Yu, Tang, Chanchan, Wu, Zhilei, Zheng, Xue, Zhang, Diyang, Jiang, Chang, Li, Jun, Li, Yikai, Zhao, Zhilong
Canopy Characteristics, Leaf Characteristics, Plant Characteristics, Vegetation Cover, Vegetation Index , Vegetation Index, Albedo , Reflectance
A new machine-learning-based analysis for improving satellite-retrieved atmospheric composition data: OMI SO2 as an example
2022
Li, Can, Joiner, Joanna, Liu, Fei, Krotkov, Nickolay A., Fioletov, Vitali, McLinden, Chris
Aerosol Optical Depth/Thickness , Atmospheric Ozone, Reflectance , Cloud Fraction, Cloud Top Pressure, ULTRAVIOLET RADIANCE, Sulfur Dioxide , Planetary Boundary Layer Height, Pressure Thickness, Surface Pressure, Upper Air Temperature, U/V Wind Components, U/V Wind Components
A reliable and adaptive spatiotemporal data fusion method for blending multi-spatiotemporal-resolution satellite images
2022
Shi, Wenzhong, Guo, Dizhou, Zhang, Hua
Reflectance
A semi-automatic approach for doline mapping in Brazilian covered karst: the way forward to vulnerability assessment
2022
Fernandes Ferreira, Cristiano, Yawar Hussain, Uagoda, Rogerio
Reforestation, Terrestrial Ecosystems , Permafrost , Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion , Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers , Ice Sheets, Icebergs , Ice Deformation, Ice Depth/Thickness , Ice Edges, Ice Extent , Ice Floes, Ice Growth/Melt , Ice Roughness, Ice Temperature, Ice Types, Icebergs , Leads, Pack Ice , Polynyas , Reflectance , Sea Ice Motion , Ice Extent , Ice Growth/Melt , Ice Motion, Ice Velocity, Lake Ice , Permafrost , River Ice, Snow Cover , Landslides , Aeolian Landforms , Coastal Landforms , Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms , Land Use/Land Cover Classification , Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation , Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds , Ice Deformation, Ice Depth/Thickness , Ice Edges, Ice Extent , Ice Floes, Ice Roughness, Ice Types, Icebergs , Leads, Pack Ice , Polynyas , Sea Ice Motion , Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes , Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion , Glacier Topography/Ice Sheet Topography, Glaciers , Ice Sheets, Icebergs , Ice Extent , Ice Growth/Melt , Ice Motion, Ice Velocity, Lake Ice , Permafrost , River Ice
A Reconstructed Global Daily Seamless SIF Product at 0.05 Degree
2022
Hu, Jiaochan, Jia, Jia, Ma, Yan, Liu, Liangyun, Yu, Haoyang
Reflectance , Anisotropy, Albedo
A new spatialtemporal depthwise separable convolutional fusion network for generating Landsat 8-day surface reflectance time series over forest regions
2022
Zhang, Yuzhen, Liu, Jindong, Liang, Shunlin, Li, Manyao
Reflectance , Anisotropy
A new two-decade (20012019) high-resolution agricultural primary productivity dataset for India
2022
Gangopadhyay, Prasun K., Shirsath, Paresh B., Dadhwal, Vinay K., Aggarwal, Pramod K.
Reflectance , Photosynthesis, Primary Production, Vegetation Productivity, Crop/Plant Yields, Land Use Classes, Landscape Patterns, Cropland
<p>Towards near real-time national-scale soil water content monitoring
2022
Fuentes, Ignacio, Padarian, Jose, Vervoort, R. Willem
Land Use/Land Cover Classification , Reflectance , Land Surface Temperature , Emissivity
A 21-Year Time Series of Global Leaf Chlorophyll Content Maps From MODIS Imagery
2022
Xu, Mingzhu, Liu, Ronggao, Chen, Jing M., Liu, Yang, Wolanin, Aleksandra, Croft, Holly, He, Liming, Shang, Rong, Ju, Weimin, Zhang, Yongguang, He, Yuhong, Wang, Rong
Reflectance
A 250 m resolution global leaf area index product derived from MODIS surface reflectance data
2022
Xiao, Zhiqiang, Song, Jinling, Yang, Hua, Sun, Rui, Li, Juan
Reflectance , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
A dynamic hierarchical Bayesian approach for forecasting vegetation condition
2022
Salakpi, Edward E., Hurley, Peter D., Muthoka, James M., Bowell, Andrew, Oliver, Seb, Rowhani, Pedram
Reflectance , Anisotropy
A framework for near-real time monitoring of diversity patterns based on
2022
Paz, Andrea, Silva, Thiago S., Carnaval, Ana C.
Reflectance
A dataset of lake-catchment characteristics for the Tibetan Plateau
2022
Liu, Junzhi, Fang, Pengcheng, Que, Yefeng, Zhu, Liang-Jun, Duan, Zheng, Tang, Guoan, Liu, Pengfei, Ji, Mukan, Liu, Yongqin
Population Size, Land Use/Land Cover Classification , Vegetation Index, Vegetation Index , Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo , Albedo , Reflectance , Total Surface Precipitation Rate, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
A Central Asia hydrologic monitoring dataset for food and water security applications in Afghanistan
2022
McNally, Amy, Jacob, Jossy, Arsenault, Kristi, Slinski, Kimberly, Sarmiento, Daniel P., Hoell, Andrew, Pervez, Shahriar, Rowland, James, Budde, Mike, Kumar, Sujay, Peters-Lidard, Christa, Verdin, James P.
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Reflectance , Total Surface Water , Brightness Temperature, SIGMA NAUGHT, Precipitation , Precipitation Amount, Precipitation Rate , Albedo, Snow Cover
A Bayesian Domain Adversarial Neural Network for Corn Yield Prediction
2022
Ma, Yuchi, Zhang, Zhou
Reflectance , Anisotropy
A comparative analysis of MODIS-derived drought indices for Northern and Central Namibia
2022
Wyss, Daniel, Negussie, Kaleb, Staacke, Antonia, Karnagel, Amade, Engelhardt, Malin, Kappas, Martin
Reflectance , Land Surface Temperature , Emissivity, Evapotranspiration , Latent Heat Flux, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A deep neural network based SMAP soil moisture product
2022
Gao, Lun, Gao, Qiang, Zhang, Hankui, Li, Xiaojun, Chaubell, Mario Julian, Ebtehaj, Ardeshir, Shen, Lian, Wigneron, Jean-Pierre
Land Use/Land Cover Classification , Reflectance , Total Surface Water , Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Surface Soil Moisture
A continuous change tracker model for remote sensing time series reconstruction
2022
Zhang, Yangjian, Wang, Li, He, Yuanhuizi, Huang, Ni, Li, Wang, Xu, Shiguang, Zhou, Quan, Song, Wanjuan, Duan, Wensheng, Wang, Xiaoyue, Muhammad, Shakir, Nath, Biswajit, Zhu, Luying, Tang, Feng, Du, Huilin, Wang, Lei, Niu, Zheng
Land Surface Temperature , Emissivity, Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Photosynthesis, Primary Production, Vegetation Productivity, Reflectance
A convolutional neural network for spatial downscaling of satellite-based solar-induced chlorophyll fluorescence (SIFnet)
2022
Gensheimer, Johannes, Turner, Alexander J., Kohler, Philipp, Frankenberg, Christian, Chen, Jia
Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Reflectance , Anisotropy