OTProf: estimating high-resolution profiles of optical turbulence ($C_n^2$) from reanalysis using deep learning
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Pierzyna, Maximilian, Basu, Sukanta, Saathof, Rudolf |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
OTCliM: generating a near-surface climatology of optical turbulence strength ($C_n^2$) using gradient boosting
par: Pierzyna, Maximilian, et autres
Publié: (2024)
par: Pierzyna, Maximilian, et autres
Publié: (2024)
Multi-scale assessment of high-resolution reanalysis precipitation fields over Italy
par: Cavalleri, Francesco, et autres
Publié: (2024)
par: Cavalleri, Francesco, et autres
Publié: (2024)
Evaluating satellite and reanalysis rainfall estimates for climate services in agriculture: a comprehensive methodology
par: Parsons, Danny, et autres
Publié: (2025)
par: Parsons, Danny, et autres
Publié: (2025)
Skilful global seasonal predictions from a machine learning weather model trained on reanalysis data
par: Kent, Chris, et autres
Publié: (2025)
par: Kent, Chris, et autres
Publié: (2025)
Stratified-turbulence observations in the deep Mediterranean
par: van Haren, Hans
Publié: (2026)
par: van Haren, Hans
Publié: (2026)
SODA4: a mesoscale ocean/sea ice reanalysis 1980-2024
par: Chepurin, Gennady A., et autres
Publié: (2025)
par: Chepurin, Gennady A., et autres
Publié: (2025)
Impact of an Ensemble of Ocean Data Assimilations in ECMWF's next generation ocean reanalysis system
par: Chrust, Marcin, et autres
Publié: (2024)
par: Chrust, Marcin, et autres
Publié: (2024)
Corrected values of turbulence generated by general geothermal convection in deep Mediterranean waters
par: van Haren, Hans
Publié: (2025)
par: van Haren, Hans
Publié: (2025)
Center-fixing of tropical cyclones using uncertainty-aware deep learning applied to high-temporal-resolution geostationary satellite imagery
par: Lagerquist, Ryan, et autres
Publié: (2024)
par: Lagerquist, Ryan, et autres
Publié: (2024)
Coupling between sub-mesoscale eddies, internal waves, and turbulence in the deep Mediterranean: A spectral investigation
par: van Haren, Hans
Publié: (2026)
par: van Haren, Hans
Publié: (2026)
Development of a Data-driven weather forecasting system over India with Pangu-Weather architecture and IMDAA reanalysis Data
par: Choudhury, Animesh, et autres
Publié: (2025)
par: Choudhury, Animesh, et autres
Publié: (2025)
Climatology of severe local storm environments and synoptic-scale features over North America in ERA5 reanalysis and CAM6 simulation
par: Li, Funing, et autres
Publié: (2020)
par: Li, Funing, et autres
Publié: (2020)
NWP-based deep learning for tropical cyclone intensity prediction
par: Kieu, Chanh, et autres
Publié: (2025)
par: Kieu, Chanh, et autres
Publié: (2025)
Causally-informed deep learning to improve climate models and projections
par: Iglesias-Suarez, Fernando, et autres
Publié: (2023)
par: Iglesias-Suarez, Fernando, et autres
Publié: (2023)
Performance and applications of optical pin beams in turbulent long-range free space optical communications
par: Nardo, Francesco, et autres
Publié: (2025)
par: Nardo, Francesco, et autres
Publié: (2025)
A deep-learning model for predicting daily PM2.5 concentration in response to emission reduction
par: Liu, Shigan, et autres
Publié: (2025)
par: Liu, Shigan, et autres
Publié: (2025)
Accurate Mediterranean Sea forecasting via graph-based deep learning
par: Holmberg, Daniel, et autres
Publié: (2025)
par: Holmberg, Daniel, et autres
Publié: (2025)
Spatial and temporal distribution of stratospheric turbulence from global high-resolution radiosonde data
par: Ko, Han-Chang, et autres
Publié: (2026)
par: Ko, Han-Chang, et autres
Publié: (2026)
Enhanced continuous aerosol optical depth (AOD) estimation using geostationary satellite data: focusing on nighttime AOD over East Asia
par: Song, Sanghyeon, et autres
Publié: (2024)
par: Song, Sanghyeon, et autres
Publié: (2024)
Integrating mobile and fixed monitoring data for high-resolution PM2.5 mapping using machine learning
par: Xu, Rui, et autres
Publié: (2025)
par: Xu, Rui, et autres
Publié: (2025)
High-resolution vertical wind and turbulence measurements with quadcopter uncrewed aerial systems: wind tunnel calibration and field validation
par: Kistner, Johannes, et autres
Publié: (2026)
par: Kistner, Johannes, et autres
Publié: (2026)
Leveraging deterministic weather forecasts for in-situ probabilistic temperature predictions via deep learning
par: Landry, David, et autres
Publié: (2024)
par: Landry, David, et autres
Publié: (2024)
Geographic variability in reanalysis wind speed biases: A high-resolution bias correction approach for UK wind energy
par: Wang, Yan, et autres
Publié: (2025)
par: Wang, Yan, et autres
Publié: (2025)
A global unstructured, coupled, high-resolution hindcast of waves and storm surge
par: Mentaschi, Lorenzo, et autres
Publié: (2023)
par: Mentaschi, Lorenzo, et autres
Publié: (2023)
Assessing the ability of a stretched-grid deep-learning weather prediction model to capture physical balances
par: Pasquini, Francesco, et autres
Publié: (2026)
par: Pasquini, Francesco, et autres
Publié: (2026)
A high-resolution prediction dataset for solar energy across China (2015-2060)
par: Zhu, Daoming, et autres
Publié: (2025)
par: Zhu, Daoming, et autres
Publié: (2025)
Identifying high resolution benchmark data needs and Novel data-driven methodologies for Climate Downscaling
par: Curran, Declan, et autres
Publié: (2024)
par: Curran, Declan, et autres
Publié: (2024)
FuXi-TC: A generative framework integrating deep learning and physics-based models for improved tropical cyclone forecasts
par: Guo, Shan, et autres
Publié: (2025)
par: Guo, Shan, et autres
Publié: (2025)
Using machine learning to downscale coarse-resolution environmental variables for understanding the spatial frequency of convective storms
par: Yu, Hungjui, et autres
Publié: (2025)
par: Yu, Hungjui, et autres
Publié: (2025)
Deep Mediterranean turbulence motions under stratified-water conditions
par: van Haren, Hans
Publié: (2026)
par: van Haren, Hans
Publié: (2026)
Deep Mediterranean turbulence motions under near-homogeneous conditions
par: van Haren, Hans
Publié: (2026)
par: van Haren, Hans
Publié: (2026)
Tidal motions in the deep Mediterranean
par: van Haren, Hans
Publié: (2026)
par: van Haren, Hans
Publié: (2026)
Bio-optical characterization using Ocean Colour Monitor (OCM) on board EOS-06 in coastal region
par: Gupta, Anurag, et autres
Publié: (2024)
par: Gupta, Anurag, et autres
Publié: (2024)
Sea ice floe segmentation in close-range optical imagery using active contour and foundation models
par: Passerotti, Giulio, et autres
Publié: (2024)
par: Passerotti, Giulio, et autres
Publié: (2024)
Seasonal forecasting using the GenCast probabilistic machine learning model
par: Antonio, Bobby, et autres
Publié: (2025)
par: Antonio, Bobby, et autres
Publié: (2025)
Optical turbulence in the atmospheric surface layer at the Pamir Plateau Muztagh-ata site
par: Gu, Wenbo, et autres
Publié: (2024)
par: Gu, Wenbo, et autres
Publié: (2024)
Intrusions and turbulent mixing above a small Eastern Mediterranean seafloor-slope
par: van Haren, Hans
Publié: (2024)
par: van Haren, Hans
Publié: (2024)
Hybrid weather prediction using spectral nudging toward machine-learning forecasts
par: Polichtchouk, I., et autres
Publié: (2026)
par: Polichtchouk, I., et autres
Publié: (2026)
Rainfall forecasts in daily use over East Africa improved by machine learning
par: Cooper, Fenwick C., et autres
Publié: (2025)
par: Cooper, Fenwick C., et autres
Publié: (2025)
Estimating scalar turbulent fluxes with slow response sensors in the stable atmospheric boundary layer
par: Allouche, Mohammad, et autres
Publié: (2024)
par: Allouche, Mohammad, et autres
Publié: (2024)
Documents similaires
-
OTCliM: generating a near-surface climatology of optical turbulence strength ($C_n^2$) using gradient boosting
par: Pierzyna, Maximilian, et autres
Publié: (2024) -
Multi-scale assessment of high-resolution reanalysis precipitation fields over Italy
par: Cavalleri, Francesco, et autres
Publié: (2024) -
Evaluating satellite and reanalysis rainfall estimates for climate services in agriculture: a comprehensive methodology
par: Parsons, Danny, et autres
Publié: (2025) -
Skilful global seasonal predictions from a machine learning weather model trained on reanalysis data
par: Kent, Chris, et autres
Publié: (2025) -
Stratified-turbulence observations in the deep Mediterranean
par: van Haren, Hans
Publié: (2026)