Articles | Volume 15, issue 7
https://doi.org/10.5194/essd-15-3001-2023
© 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-15-3001-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Data description article
| 
13 Jul 2023
Data description article |
| 13 Jul 2023
| 13 Jul 2023
Radiative sensitivity quantified by a new set of radiation flux kernels based on the ECMWF Reanalysis v5 (ERA5)
Department of Atmospheric and Oceanic Sciences, McGill University, Montréal,
Canada
Department of Atmospheric and Oceanic Sciences, McGill University, Montréal,
Canada
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24 citations as recorded by crossref.
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- Critical soil moisture thresholds for evapotranspiration in rainfed semi-arid maize in Kenya M. Räsänen et al. https://doi.org/10.1016/j.agrformet.2026.111219
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- Increased future ocean heat uptake constrained by Antarctic sea ice extent L. Vogt et al. https://doi.org/10.5194/esd-16-1453-2025
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- Evaluation of precipitation forecasting base on GraphCast over mainland China Z. Yan et al. https://doi.org/10.1038/s41598-025-98944-7
- Polar dimming and mid-latitude brightening in a warming climate S. Liu et al. https://doi.org/10.1093/nsr/nwag330
- Water sources and land capacitor effects stimulate observed summer Arctic moistening and warming I. Baxter et al. https://doi.org/10.1038/s43247-025-03000-x
- Atmospheric cloud-radiative heating in CMIP6 and observations and its response to surface warming A. Voigt et al. https://doi.org/10.5194/acp-24-9749-2024
- A strategy to estimate high-resolution albedo radiative perturbations and kernels of both surface and TOA from satellite observations P. Yu et al. https://doi.org/10.1016/j.accre.2026.05.012
- Analyzing the Mediterranean Tropical-like Cyclone Ianos Using the Moist Static Energy Budget M. Saraceni et al. https://doi.org/10.3390/atmos16050562
- Quantum-Inspired Neural Radiative Transfer (QINRT): A Multi-Scale Computational Framework for Next-Generation Climate Intelligence M. Akhtar https://doi.org/10.3390/appliedmath5040145
- Assessment of the GraphCast AI model for precipitation forecasting and its potential in extreme event prediction over Bangladesh M. Hasan et al. https://doi.org/10.1371/journal.pclm.0000791
- Polar Summer Snow and Ice Albedo Feedbacks Assessed by Satellite Observations and Radiative Kernels Y. Zhang et al. https://doi.org/10.3390/rs18183135
- Extreme summer temperature anomalies over Greenland largely result from clear-sky radiation and circulation anomalies M. Blau et al. https://doi.org/10.1038/s43247-024-01549-7
- Arctic as the ‘radiator fins’ of Earth in a warming climate H. Huang & Y. Huang https://doi.org/10.1088/1748-9326/ad3e17
- Exploring the Sensitivity of Arctic Winter Climate to Aerosol Loading as Simulated in CMIP6 K. Al Hajjar et al. https://doi.org/10.16993/tellusb.1885
- Enabling Interaction-Free Continuous Descent Through Eligible Flight Identification and Top-of-Descent Prediction C. Ma et al. https://doi.org/10.2514/1.C038399
- Atmospheric water vapor contribution to interannual variability of Northern Hemisphere summer heatwaves D. Cao et al. https://doi.org/10.1038/s41612-026-01361-4
- Clouds reduce downwelling longwave radiation over land in a warming climate L. Liu et al. https://doi.org/10.1038/s41586-024-08323-x
- Compound Dry-Hot Events Intensify Widespread Lake Deoxygenation in China C. Ling et al. https://doi.org/10.1021/acs.est.5c18168
- Spatiotemporal variability in surface radiation and energy budget in the Earth's three poles over the past 20 years P. Yu et al. https://doi.org/10.1016/j.atmosres.2025.108553
- ClimKern v1.2: a new Python package and kernel repository for calculating radiative feedbacks T. Janoski et al. https://doi.org/10.5194/gmd-18-3065-2025
- A spectral perspective of the clear-sky OLR variability driven by ENSO M. Taddia et al. https://doi.org/10.5194/acp-26-5293-2026
Saved (final revised paper)
Latest update: 19 Oct 2026
Short summary
We present a newly generated set of ERA5-based radiative kernels and compare them with other published kernels for the top of the atmosphere and surface radiation budgets. For both, the discrepancies in sensitivity values are generally of small magnitude, except for temperature kernels for the surface, likely due to improper treatment in the perturbation experiments used for kernel computation. The kernel bias is not a major cause of the inter-GCM (general circulation model) feedback spread.
We present a newly generated set of ERA5-based radiative kernels and compare them with other...
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