A Flexible Snow Model (FSM 2.1. 1) including a forest canopy
2025
Essery, Richard, Mazzotti, Giulia, Barr, Sarah, Jonas, Tobias, Quaife, Tristan, Rutter, Nick
Albedo , Anisotropy, Reflectance
A 25-year assessment of aerosol dynamics and environmental drivers in Iran's Lakes and wetlands
2025
Ebrahimi-Khusfi, Zohre, Samadi-Todar, Seyed Arman, Okati, Narjes, Kaskaoutis, Dimitris G.
Reflectance
A 30-m annual paddy rice dataset in Northeastern China during period 20002023
2025
Hou, Dawei, Chen, Jing, Dong, Jinwei, Ji, Chao, Feng, Jingxuan, Du, Guoming, Yang, Lixiao
Reflectance
A 30-meter resolution global land productivity dynamics dataset from 2013 to 2022
2025
Li, Xiaosong, Shen, Tong, Garcia, Cesar Luis, Teich, Ingrid, Chen, Yang, Chen, Jin, Kabo-Bah, Amos Tiereyangn, Yang, Ziyu, Jia, Xiaoxia, Lu, Qi, Nyamtseren, Mandakh
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area, Reflectance
A Comparison of Machine Learning-Based Approaches in Estimating Surface
2025
Wei, Shijin, Shores, Kyle, Xu, Yangyang
Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties , Albedo , Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Skin Temperature, Sea Surface Skin Temperature, Air Temperature, Precipitation Rate , 24 Hour Maximum Temperature, 24 Hour Minimum Temperature, Aerosols , Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke , Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide , Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10), Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds
MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXRAD) at GES DISC MERRA-2 statD_2d_slv_Nx: 2d,Daily,Aggregated Statistics,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2SDNXSLV) at GES DISC MERRA-2 tavg1_2d_aer_Nx: 2d,1-Hourly,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXAER) at GES DISC MERRA-2 tavgM_2d_slv_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXSLV) at GES DISC MERRA-2 inst1_2d_asm_Nx: 2d,1-Hourly,Instantaneous,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2I1NXASM) at GES DISC
A dataset of daily cloud-free remote sensing indices for the cryosphere in High Mountain Asia (20002023)
2025
SUN, Xingliang, SHI, Kaidan, HU, Zhimin, FENG, Min, GUO, Xuejun
Reflectance
A Deep Learning Approach to Downscaling Microwave Land Surface
2025
Waring, Abigail Marie, Ghent, Darren, Moffat, David, Jimenez, Carlos, Remedios, John
Emissivity, Vegetation Index , Snow Cover , Emissivity, Vegetation Index , Snow Cover , Land Surface Temperature
A Learned Reduced-Rank Sharpening Method for Multiresolution Satellite
2025
Armannsson, Sveinn E., Ulfarsson, Magnus O., Sigurdsson, Jakob
Reflectance
A long-term reconstruction of a global photosynthesis proxy over 19822023
2025
Fang, Jianing, Lian, Xu, Ryu, Youngryel, Jeong, Sungchan, Jiang, Chongya, Gentine, Pierre
Reflectance , Brightness Temperature, REFLECTED INFRARED, Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Albedo , Anisotropy, Land Use/Land Cover Classification
A Global, Multidecadal Carbon Monoxide (CO) Record from the Sounder AIRS/CrIS System
2025
Wang, Tao, Payne, Vivienne H., Manning, Evan, Pagano, Thomas S., Lambrigtsen, Bjorn, Monarrez, Ruth
Tropospheric Ozone, Tropopause, Atmospheric Chemistry, Carbon And Hydrocarbon Compounds, Methane, Outgoing Longwave Radiation, Atmospheric Temperature , Surface Temperature , Air Temperature, Skin Temperature, Upper Air Temperature, Vertical Profiles, Atmospheric Water Vapor, Layered Precipitable Water, Total Precipitable Water, Cloud Properties, Cloud Fraction, Cloud Top Temperature, Precipitation , Skin Temperature, Ocean Temperature, Sea Surface Skin Temperature, Carbon Monoxide , Geopotential Height, Atmospheric Ozone, Surface Pressure, Water Vapor Profiles, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Height, Cloud Top Pressure, Cloud Vertical Distribution, Cloud Types, Precipitation Rate , Emissivity, Sea Surface Temperature , Air Quality , Atmospheric Pressure, Water Vapor Indicators, Water Vapor, Carbon Monoxide Profiles, Sulfur Dioxide
A meteorology-driven Transformer network to predict soil moisture for agriculture drought forecasting
2025
Xiong, Zhenhua, Zhang, Zhicheng, Gui, Hanliang, Chen, Xiaoyou, Hu, Shi, Gao, Lun, Yang, He, Qiu, Jianxiu, Xin, Qinchuan
Atmospheric Carbon Dioxide, Heat Flux, Community Structure, Forest Composition/Vegetation Structure, Albedo , Soil Moisture/Water Content , Land Surface Temperature
A forecasting model for desert locust presence during recession period, using real-time satellite imagery
2025
Marescot, Lucile, Fernandez, Elodie, Dridi, Hichem, Benahi, Ahmed Salem, Hamouny, Mohamed Lemine, Maeno, Koutaro Ould, Escorihuela, Maria-Jose, Paolini, Giovanni, Piou, Cyril
Reflectance
A new approach for monitoring spatial and temporal changes in forest types in subtropical regions with sample migration and multi-source remote sensing data
2025
Zheng, Pengfei, Han, Dongyang, Liu, Jiang, Xu, Bin, Fang, Panfei, Huang, Shaodong, Liu, Wendou, Chen, Shaozhi
Land Surface Temperature , Emissivity
Investigation of Urban Heat Islands and modeling of Land Surface
2025
Mandal, Nirup Sundar, Chanda, Kironmala
Reflectance
Inspecting gaseous pollutants and their dynamics in Kathmandu using satellite derived data
2025
Magar, Keshab
Reflectance , Land Surface Temperature , Emissivity
Integrating storytelling and guided interactions to reduce cognitive load in web map animations
2025
Candit, Oana, Sandric, Ionut, Strobl, Josef, Satmari, Alina, Dragut, Lucian
Fire Dynamics, Surface Radiative Properties , Land Surface Temperature
Integrating systematic review, meta-analysis, and secondary data for
2025
Sangrat, Waratida, Sajapitak, Somchai, Boonyawiwat, Visanu, Thongratsakul, Sukanya, Poolkhet, Chaithep
Emissivity, Land Surface Temperature
Integrating vulnerability and hazard in malaria risk mapping: the
2025
Morlighem, Camille, Nnanatu, Chibuzor Christopher, Aheto, Justice Moses K., Linard, Catherine
Land Surface Temperature , Emissivity
Inter-comparison of medium-resolution satellite albedo retrieval techniques over snow and ice
2025
Fuchs, Pablo, Purdie, Heather, Anderson, Brian, MacDonell, Shelley, Dadic, Ruzica, Katurji, Marwan
Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps, Reflectance , Albedo , Anisotropy
Invertible Neural Networks for Probabilistic Aerosol Optical Depth
2025
Pelucchi, Paolo, Servera, Jorge Vicent, Stier, Philip, Camps-Valls, Gustau
Albedo , Anisotropy, Reflectance , Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Dust/Ash/Smoke , Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance
Intelligent mapping paradigm to overcome systematic bias in remote
2025
Wang, Chao, Luo, Chong, Meng, Xiangtian, Wang, Changkun, Liu, Huanjun
Land Surface Temperature , Emissivity
Mapping global leaf inclination angle (LIA) based on field measurement data
2025
Li, Sijia, Fang, Hongliang
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation , Reflectance , Anisotropy
Mapping grain crop sowing date in smallholder systems using optical imagery
2025
Prudente, Victor Hugo Rohden, Garcia-Medina, Mariana, Krishna, Vijesh, Euler, Michael, Bhattarai, Nishan, Lerner, Amy M., McDonald, Andrew James, Sherpa, Sonam, Rajan, Harshit, Urfels, Anton, Carneiro de Santana, Cleverton Tiago, Jain, Meha
Reflectance
Mapping heartwater risk in Guadeloupe using a combination of spatial modelling approaches
2025
Dufleit, Victor, Etter, Eric, Guerrini, Laure
Reflectance
Mapping Mountain Permafrost via GPR-Augmented Machine Learning in the Northeastern QinghaiTibet Plateau
2025
Xiao, Yao, Liu, Guangyue, Hu, Guojie, Zou, Defu, Li, Ren, Du, Erji, Wu, Tonghua, Wu, Xiaodong, Zhao, Guohui, Zhao, Yonghua, Zhao, Lin
Land Surface Temperature , Emissivity
Machine learning-based winter wheat yield prediction using multisource
2025
Khosravani Shariati, Seyed Arash, Abbasi, Ali
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 , Reflectance , Anisotropy, Emissivity, Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Machine LearningBased Estimation of ClearSky Direct Aerosol Radiative Forcing Using Multisensor Satellite Observations
2025
Zhang, Lu, Li, Jing, Dong, Yueming, Ying, Tong, Zhang, Zhenyu, Liu, Guanyu, Zhang, Chongzhao
Aerosol Extinction, Aerosol Optical Depth/Thickness , Aerosol Optical Depth/Thickness , Aerosol Optical Depth/Thickness , Geopotential Height, Altitude, Surface Temperature , Skin Temperature, Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Albedo , Anisotropy, Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Cloud Condensation Nuclei, Dust/Ash/Smoke , Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance
Machine-Learning-Based Monitoring of Night Sky Brightness Using Sky
2025
Zheng, Siyue, Chen, Yanrong, Eziz, Anwar, Kurban, Alishir, Van de Voorde, Tim, De Maeyer, Philippe
Reflectance
Magnitude, drivers, and patterns of gross primary productivity of rice
2025
Mahbub, Riasad Bin, Reba, Michele L., Runkle, Benjamin R.K.
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation , Reflectance
Malaria risk assessment in Indonesia: a machine and deep learning
2025
Sakti, Anjar Dimara, Mahdani, Jasmine Nur, Muhammad, Hubbi Nashrullah, Sihotang, Elstri, Santoso, Cokro, Khairunnisah, Fauziyyah, Afina Nur, Rinawan, Fedri Ruluwedrata, Supardi, Khairunnisa, Caraka, Rezzy Eko, Wikantika, Ketut
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance , Evapotranspiration , Latent Heat Flux
Mapping 1-km soybean yield across China from 2001 to 2020 based on ensemble learning
2025
Zhang, Min, Xu, Xinlei, Ou, Junji, Zhang, Zengguang, Chen, Fangzheng, Shi, Lijie, Wang, Bin, Zhang, Meiqin, He, Liang, Zhang, Xueliang, Chen, Yong, Hu, Kelin, Feng, Puyu
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity, Photosynthesis, Primary Production, VEGETATION PRODUCTIVITY
Mapping anthropogenic pressure in the Brahmani-Baitarani River Basin: a PCA-based approach
2025
Mohanty, Dibya Jyoti, Rout, Jajnaseni
Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Mapping Boro Rice Cultivation in Bangladesh Using Multi-Temporal MODIS Data and Phenological Approach
2025
Rahman, Md. Mizanur, Tripathi, Nitin Kumar, Mozumder, Chitrini, Kongwarakom, Siwat, Virdis, Salvatore Gonario Pasquale
Reflectance
Machine learning approaches for clear-sky Land Surface Albedo (LSA) retrieval using OCM-3 data over diverse Indian landscapes
2025
KURESHI, ALIYA M., PATHAK, VISHAL N., KARDANI, DISHA B., DAVE, JALPESH A., SHAH, DHIRAJ B., TURAKHIA, TEJAS P., GUJRATI, ASHWIN, PANDYA, MEHUL R., TRIVEDI, HIMANSHU J.
Aerosol Optical Depth/Thickness , Albedo , Anisotropy
Mapping Reservoir Water Surface Area in the Contiguous United States
2025
Yadav, Anshul, Zhang, Shuai, Zhao, Bingjie, Allen, George H., Pearson, Christopher, Huntington, Justin, Holman, Kathleen, McQuillan, Katie, Gao, Huilin
Reflectance
Mapping residual malaria transmission in Vietnam
2025
McPhail, Michael A., Gelaw, Yalemzewod Assefa, Nguyen, Xuan Thang, Oo, Win Han, Fowkes, Freya J.I., Ngo, Duc Thang, Nguyen, Thi Hong Phuc, Symons, Tasmin L., Weiss, Dan J., Gething, Peter W.
Land Surface Temperature , Emissivity
Mapping the spatio-temporal distribution of burned areas in the Amazon
2025
Abid, Mohamed, Gonzalez, Jonatan A., de Rivera, Oscar Rodriguez, Moraga, Paula
Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Land Use/Land Cover Classification , Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , Burned Area, Emissivity
Mapping permafrost thaw stages in interior Alaska
2025
Zhang, Caiyun, Douglas, Thomas A., Brodylo, David, Jorgenson, M. Torre, Bosche, Lauren V.
Land Use/Land Cover Classification , Forests, Vegetation Cover, Alpine/Tundra, Reflectance , Dominant Species
Modification and Comparison of Two Urban Vegetation Models Over Southern
2025
MadsenColford, Sabrina, Hutyra, Lucy, Smith, Ian, Wu, Dien, Arain, M. Altaf, Staebler, Ralf, Ma, William, RestrepoCoupe, Natalia, Wunch, Debra
Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Reflectance , Urban Lands, Land Use/Land Cover , Urbanization/Urban Sprawl , Infrastructure , Anisotropy
MODIS surface reflectance reconstruction based on an RTLSR inversion strategy with dynamically adjusted multi-surface parameters
2025
Hu, Junjie, Gao, Bo, Ma, Hao, Gong, Huili, Liu, Yuanyuan, Liu, Jiahao, Feng, Yinchuan, Lin, Heping, Wang, Ziteng
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance , Albedo , Anisotropy
Monitoring and modeling seasonally varying anthropogenic and biogenic CO2 over a large tropical metropolitan area
2025
Alberti, Rafaela Cruz Alves, Lauvaux, Thomas, Vara-Vela, Angel Liduvino, Barrero, Ricard Segura, Karoff, Christoffer, Andrade, Maria de Fatima, Marques, Marcia Talita Amorim, Benavente, Noelia Rojas, Cabral, Osvaldo Machado Rodrigues, da Rocha, Humberto Ribeiro, Ynoue, Rita Yuri
Reflectance
Modeling sparse Rift Valley fever incidence data: a Bayesian perspective on zero-inflated self-exciting and autoregressive models
2025
Angelakis, Alexandros, Nyawanda, Bryan O., Vounatsou, Penelope
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity
Modeling the Distribution and Richness of Mammalian Species in the
2025
Massawe, Goodluck, Casas, Enrique, Marealle, Wilfred, Lyamuya, Richard, Mzumara, Tiwonge I., Mbewe, Willard, Arbelo, Manuel
Land Surface Temperature , Emissivity
Monitoring CO2 in diverse European cities: highlighting needs
2025
Storm, Ida, Karstens, Ute, D'Onofrio, Claudio, Vermeulen, Alex, Hammer, Samuel, Super, Ingrid, Glauch, Theo, Peters, Wouter
Reflectance , Atmospheric Carbon Dioxide, Petroleum Production/Use, Industrial Emissions , Fossil Fuel Burning, Emissions, Transportation
Monitoring Water Area Dynamics in Kashgar (20032023) Using Multi-Source Remote Sensing Data
2025
Ding, Cong, Ren, Chao
Land Surface Temperature , Emissivity, Evapotranspiration , Latent Heat Flux
Multi-parametric heatwave risk mapping in India using remote sensing and socio-environmental variables
2025
Augustine, Laivy Rose, Gupta, Kshama, Roy, Arijit, Mamgain, Shailja, Ghale, Bhoomika
Land Surface Temperature , Emissivity
Multi-Physics Data Assimilation Framework for Remotely Sensed Snowpacks
2025
Shrestha, Prabhakar, Barros, Ana P.
Snow Density, Snow Depth , Snow Grain Size, Snow/Ice Temperature, Snow Stratigraphy, Snow Water Equivalent , Atmospheric Pressure, Atmospheric Temperature , Longwave Radiation, Relative Humidity, Shortwave Radiation, Soil Moisture/Water Content , Soil Temperature, Wind Direction, Wind Speed , Reflectance , Specific Surface Area
Multisource Remote Sensing and Machine Learning for Spatio-Temporal
2025
Sukkar, Abdullah, Ozturk, Ozan, Abulibdeh, Ammar, Seker, Dursun Zafer
Land Surface Temperature , Emissivity
Multi-Timescale Validation of Satellite-Derived Global Horizontal Irradiance in Cote d'Ivoire
2025
Kakou, Pierre-Claver Konin, Laouali, Dungall, Aka, Boko, Osei, Janet Appiah, Ette, Nicaise Franck Kassi, Frey, Georg
Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties , Albedo , Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Skin Temperature, Sea Surface Skin Temperature
Multidecadal satellite-derived Portuguese Burn Severity Atlas (19842022)
2025
Jahanianfard, Dina, Parente, Joana, Gonzalez-Pelayo, Oscar, Benali, Akli
Reflectance