Articles | Volume 15, issue 2
https://doi.org/10.5194/essd-15-869-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-15-869-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Global hourly, 5 km, all-sky land surface temperature data from 2011 to 2021 based on integrating geostationary and polar-orbiting satellite data
Aolin Jia
Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA
Department of Geography, The University of Hong Kong, Hong Kong SAR 999077, China
Dongdong Wang
Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA
Lei Ma
Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA
Zhihao Wang
Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA
Shuo Xu
Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA
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44 citations as recorded by crossref.
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- A novel approach combining satellite and in situ observations to estimate the daytime variation of land surface temperatures for all sky conditions A. Inamdar & R. Leeper
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- Hourly land surface temperature retrieval over the Tibetan Plateau using Geo-LightGBM framework: Fusion of Himawari-8 satellite, ERA5 and site observations Z. Liu et al.
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- Comparison between deep learning architectures for the 1 km, 10/15-min estimation of downward shortwave radiation from AHI and ABI R. Li et al.
- Advances in Methodology and Generation of All-Weather Land Surface Temperature Products From Polar-Orbiting and Geostationary Satellites: A comprehensive review A. Jia et al.
- Construction and Validation of a Dawn and Dusk Land Surface Temperature Using MERSI-LL FY-3E Z. Liu et al.
- Downscaling CLDAS Land Surface Temperature Using MODIS Data and a Multiattention Multiresidual Super-Resolution Network N. Xu et al.
- A Two-Step Framework for Generating 0.01°, Hourly, and Gapless Land Surface Temperature J. Ma et al.
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- Estimation of all-weather land surface temperature through correcting cloud-shadowing bias simulated by hourly cloud information P. Song et al.
- Development and Evaluation of Machine Learning Models for Air-to-Land Temperature Conversion Using the Newly Established Kunlun Mountain Gradient Observation System Y. Li et al.
- A Two-Stage Surface Energy Balance-Guided Graph Neural Network for Reconstruction of Missing Land Surface Temperature Z. Wang et al.
- Estimating All-Weather Land Surface Temperature: A Method Considering Cloud Fraction and Energy Balance W. Yu et al.
44 citations as recorded by crossref.
- A GeoNEX-based high-spatiotemporal-resolution product of land surface downward shortwave radiation and photosynthetically active radiation R. Li et al.
- Near Real‐Time Mapping of All‐Sky Land Surface Temperature From GOES‐R Using Machine Learning S. Ranjbar et al.
- Spatial and temporal variations of land surface temperature and its coupling with atmospheric CO2 concentrations in China from 2009 to 2022 H. Song et al.
- Generation of 100 m seamless land surface temperature from clear sky or partially cloudy MODIS data using Landsat-assisted stacked ensemble regression Z. Jahangir et al.
- A novel approach to estimate land surface temperature from landsat top-of-atmosphere reflective and emissive data using transfer-learning neural network S. Xu et al.
- An integrated method for angular and temporal reconstruction of land surface temperatures Z. Bian et al.
- Improved hourly all-sky land surface temperature estimation: Incorporating the temporal variability of cloud-radiation interactions D. Bae et al.
- Reconstructing all-weather remotely sensed air temperature via a kernel-based temporal filling and bias correction (KTF-BC) framework Y. Xin et al.
- Meteorological Remote Sensing Technologies for Passive Radiative Cooling Informatics: A Comprehensive Review R. Wong et al.
- An Innovative Framework for Hourly Satellite Soil Moisture Retrieval via Integrated Spatiotemporal Downscaling Techniques P. Song et al.
- Can Subdaily LST Be Constructed in High-Latitude Regions Using Polar Orbiting Satellites? Z. Liu et al.
- A Hybrid Method for Temporal Normalization of Land Surface Temperature Under All-Sky Conditions Z. Wang et al.
- All-sky hourly estimation over East Asia using Himawari-8 AHI and multi-source data: investigating the main climatic drivers of afternoon depression and intraday variability in gross primary productivity S. Bae et al.
- A novel approach combining satellite and in situ observations to estimate the daytime variation of land surface temperatures for all sky conditions A. Inamdar & R. Leeper
- A practical two-step framework for all-sky land surface temperature estimation H. Zhang et al.
- Toward Seamless 24-Hour Monitoring of Surface Ozone Across China via Satellite Observations and Sample-Weighted Machine Learning Y. Su et al.
- Knowledge and attitudes toward food sustainability among Kuwait University students D. AlTarrah et al.
- Hourly land surface temperature retrieval over the Tibetan Plateau using Geo-LightGBM framework: Fusion of Himawari-8 satellite, ERA5 and site observations Z. Liu et al.
- Improving estimation of diurnal land surface temperatures by integrating weather modeling with satellite observations W. Chen et al.
- Assessment of gridded datasets of various near surface temperature variables over Heihe River Basin: Uncertainties, spatial heterogeneity and clear-sky bias S. Xu et al.
- A Physically Constrained Downscaling Framework for Hourly, All-Sky Land Surface Temperature in Mountainous Regions Y. Li et al.
- TRIMS LST: a daily 1 km all-weather land surface temperature dataset for China's landmass and surrounding areas (2000–2022) W. Tang et al.
- Generation of global 1 km all-weather instantaneous and daily mean land surface temperatures from MODIS data B. Li et al.
- A Model for Land Cover Ecological State Assessment of Southern Ukraine Based on Remote Data for Analyzing the Consequences of the Kakhovka Reservoir Shallowing B. Yailymov et al.
- Global 500 m seamless dataset (2000–2022) of land surface reflectance generated from MODIS products X. Liang et al.
- First retrieval of 24-hourly 1-km-resolution gapless surface ozone (O3) from space in China using artificial intelligence: Diurnal variations and implications for air quality and phytotoxicity F. Cheng et al.
- Satellite-based land surface temperature and soil moisture observed during the 2023–2024 drought–heatwave events in the Amazon Basin V. Miranda et al.
- High-resolution (1 km) all-sky net radiation over Europe enabled by the merging of land surface temperature retrievals from geostationary and polar-orbiting satellites D. Rains et al.
- Bridging the thermal gap: Generating 10 m, 3-day land surface temperature via Landsat–Sentinel-2 fusion Y. Qi et al.
- Asymmetric shifts in precipitation due to urbanization across global cities J. Xiong et al.
- Mapping Paddy Rice Cropping Intensity and Planting Dates in Monsoon Asia at 20 m Resolution during 2018–2021 from Multi-source Satellite Data Y. Chen et al.
- Machine learning estimation of reference evapotranspiration using MODIS-Derived and limited ground variables across Moroccan agro-climatic zones Z. Belarbi & Y. El Younoussi
- A cloud-regulated land surface warming model to reconstruct daytime surface temperatures under cloudy conditions F. Xu & X. Zhu
- Emissivity-Driven Directional Biases in Geostationary Satellite Land Surface Temperature: Integrated Comparison and Parametric Analysis Across Complex Terrain in Hunan, China J. Fan et al.
- Comparison between deep learning architectures for the 1 km, 10/15-min estimation of downward shortwave radiation from AHI and ABI R. Li et al.
- Advances in Methodology and Generation of All-Weather Land Surface Temperature Products From Polar-Orbiting and Geostationary Satellites: A comprehensive review A. Jia et al.
- Construction and Validation of a Dawn and Dusk Land Surface Temperature Using MERSI-LL FY-3E Z. Liu et al.
- Downscaling CLDAS Land Surface Temperature Using MODIS Data and a Multiattention Multiresidual Super-Resolution Network N. Xu et al.
- A Two-Step Framework for Generating 0.01°, Hourly, and Gapless Land Surface Temperature J. Ma et al.
- A global urban heat island intensity dataset: Generation, comparison, and analysis Q. Yang et al.
- Estimation of all-weather land surface temperature through correcting cloud-shadowing bias simulated by hourly cloud information P. Song et al.
- Development and Evaluation of Machine Learning Models for Air-to-Land Temperature Conversion Using the Newly Established Kunlun Mountain Gradient Observation System Y. Li et al.
- A Two-Stage Surface Energy Balance-Guided Graph Neural Network for Reconstruction of Missing Land Surface Temperature Z. Wang et al.
- Estimating All-Weather Land Surface Temperature: A Method Considering Cloud Fraction and Energy Balance W. Yu et al.
Saved (final revised paper)
Latest update: 30 Apr 2026
Short summary
Satellites are now producing multiple global land surface temperature (LST) products; however, they suffer from data gaps caused by cloud cover, seriously restricting the applications, and few products provide gap-free global hourly LST. We produced global hourly, 5 km, all-sky LST data from 2011 to 2021 using geostationary and polar-orbiting satellite data. Based on the assessment, it has high accuracy and can be used to estimate evapotranspiration, drought, etc.
Satellites are now producing multiple global land surface temperature (LST) products; however,...
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