Imputing Missing Long-Term Spatiotemporal Multivariate Atmospheric Data with CNN-Transformer Machine Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Hu, Jiahui, Dong, Wenjun, Liu, Alan Z. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Automated Detection and Climatological Analysis of Ripple-Scale Gravity Wave Instabilities Using a Squeeze-and-Excitation Convolutional Neural Network
by: Hu, Jiahui, et al.
Published: (2026)
by: Hu, Jiahui, et al.
Published: (2026)
Physically Consistent Global Atmospheric Data Assimilation with Machine Learning in Latent Space
by: Fan, Hang, et al.
Published: (2025)
by: Fan, Hang, et al.
Published: (2025)
Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations
by: Hu, Zeyuan, et al.
Published: (2024)
by: Hu, Zeyuan, et al.
Published: (2024)
Comparing Ocean Forecasts Driven with Machine Learning-based and Physics-based Atmospheric Forcings
by: Zhou, Xiaobing, et al.
Published: (2026)
by: Zhou, Xiaobing, et al.
Published: (2026)
Do Tensorized Large-Scale Spatiotemporal Dynamic Atmospheric Data Exhibit Low-Rank Properties?
by: Solgi, Ryan, et al.
Published: (2025)
by: Solgi, Ryan, et al.
Published: (2025)
Ecohydrological Controls on Moist Convection and Long-Term Rainfall Feedback
by: Cultra, Elizabeth, et al.
Published: (2026)
by: Cultra, Elizabeth, et al.
Published: (2026)
LO-SDA: Latent Optimization for Score-based Atmospheric Data Assimilation
by: Sun, Jing-An, et al.
Published: (2025)
by: Sun, Jing-An, et al.
Published: (2025)
A Multi-Physics Eulerian Framework for Long-Term Contrail Evolution
by: Jafarimoghaddam, Amin, et al.
Published: (2025)
by: Jafarimoghaddam, Amin, et al.
Published: (2025)
Atmospheric Predictability Beyond 30 Days with Machine Learning
by: Vonich, P. Trent, et al.
Published: (2025)
by: Vonich, P. Trent, et al.
Published: (2025)
Zeeman: A Deep Learning Regional Atmospheric Chemistry Transport Model
by: Pang, Mijie, et al.
Published: (2025)
by: Pang, Mijie, et al.
Published: (2025)
Ozone Anomalies in Dry Intrusions Associated with Atmospheric Rivers
by: Hall, Kirsten R., et al.
Published: (2024)
by: Hall, Kirsten R., et al.
Published: (2024)
Towards a Unified Data-Driven Boundary Layer Momentum Flux Parameterization for Ocean and Atmosphere
by: Falga, Renaud, et al.
Published: (2025)
by: Falga, Renaud, et al.
Published: (2025)
Extratropical Atmospheric Circulation Response to ENSO in Deep Learning Pacific Pacemaker Experiments
by: Hua, Zhanxiang, et al.
Published: (2025)
by: Hua, Zhanxiang, et al.
Published: (2025)
Atmosphere as a steam engine
by: Makarieva, Anastassia, et al.
Published: (2026)
by: Makarieva, Anastassia, et al.
Published: (2026)
Spatiotemporal Detection and Uncertainty Visualization of Atmospheric Blocking Events
by: Li, Mingzhe, et al.
Published: (2026)
by: Li, Mingzhe, et al.
Published: (2026)
Instability-Aware Steering of an Extreme Atmospheric River in an AI Weather Foundation Model
by: Liu, Moyan, et al.
Published: (2026)
by: Liu, Moyan, et al.
Published: (2026)
Improving Typhoon Predictions by Integrating Data-Driven Machine Learning Models with Physics Models Based on the Spectral Nudging and Data Assimilation
by: Niu, Zeyi, et al.
Published: (2024)
by: Niu, Zeyi, et al.
Published: (2024)
EnsAI: An Emulator for Atmospheric Chemical Ensembles
by: Sitwell, Michael
Published: (2025)
by: Sitwell, Michael
Published: (2025)
CAMulator: Fast Emulation of the Community Atmosphere Model
by: Chapman, William E., et al.
Published: (2025)
by: Chapman, William E., et al.
Published: (2025)
The Radiation Balance for a semi-gray Atmosphere
by: van Leeuwen, J. M. J.
Published: (2024)
by: van Leeuwen, J. M. J.
Published: (2024)
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
by: Wang, Chenggong, et al.
Published: (2024)
by: Wang, Chenggong, et al.
Published: (2024)
A Physics-Informed Machine Learning Approach utilizing Multiband Satellite Data for Solar Irradiance Estimation
by: Sasaki, Jun, et al.
Published: (2024)
by: Sasaki, Jun, et al.
Published: (2024)
Simulating Atmospheric Processes in Earth System Models and Quantifying Uncertainties with Deep Learning Multi-Member and Stochastic Parameterizations
by: Behrens, Gunnar, et al.
Published: (2024)
by: Behrens, Gunnar, et al.
Published: (2024)
DANRA: The Kilometer-Scale Danish Regional Atmospheric Reanalysis
by: Yang, Xiaohua, et al.
Published: (2025)
by: Yang, Xiaohua, et al.
Published: (2025)
BiXiao: An AI-Based Atmospheric Environment Forecasting Model Using Discontinuous Grids
by: Ji, Shengxuan, et al.
Published: (2025)
by: Ji, Shengxuan, et al.
Published: (2025)
Data fusion of complementary data sources using Machine Learning enables higher accuracy Solar Resource Maps
by: Rabault, J, et al.
Published: (2025)
by: Rabault, J, et al.
Published: (2025)
CNN-based forecasting of early winter NAO using sea surface temperature
by: Provenzano, Elena, et al.
Published: (2026)
by: Provenzano, Elena, et al.
Published: (2026)
The Equilibrium Response of Atmospheric Machine-Learning Models to Uniform Sea Surface Temperature Warming
by: Zhang, Bosong, et al.
Published: (2025)
by: Zhang, Bosong, et al.
Published: (2025)
Atmospheric stability sets maximum moist heat and convection in the midlatitudes
by: Li, Funing, et al.
Published: (2025)
by: Li, Funing, et al.
Published: (2025)
A Generalized Richardson Number Diagnostic for Turbulence in the Free Atmosphere
by: Foudad, Mohamed, et al.
Published: (2026)
by: Foudad, Mohamed, et al.
Published: (2026)
On the Methodology for Assessing Vegetation Impacts on the Atmospheric Branch of the Hydrological Cycle
by: Makarieva, A. M., et al.
Published: (2026)
by: Makarieva, A. M., et al.
Published: (2026)
Changes in mesoscale convective system precipitation structures in response to a warming climate
by: Cui, Wenjun, et al.
Published: (2024)
by: Cui, Wenjun, et al.
Published: (2024)
Multivariate post-processing of probabilistic sub-seasonal weather regime forecasts
by: Mockert, Fabian, et al.
Published: (2024)
by: Mockert, Fabian, et al.
Published: (2024)
Suborbital Characterization of Atmospheric Profiles and Cosmic Radiation over the Mexican Plateau
by: Ochoa-Torrentera, U., et al.
Published: (2025)
by: Ochoa-Torrentera, U., et al.
Published: (2025)
Understanding the Evolution of Global Atmospheric Rivers with Vapor Kinetic Energy Framework
by: Zhang, Aidi, et al.
Published: (2025)
by: Zhang, Aidi, et al.
Published: (2025)
Review on the Role of GNSS Meteorology in Monitoring Water Vapor for Atmospheric Physics
by: Vaquero-Martinez, Javier, et al.
Published: (2024)
by: Vaquero-Martinez, Javier, et al.
Published: (2024)
Spatiotemporal Forecasting in Climate Data Using EOFs and Machine Learning Models: A Case Study in Chile
by: Herrera, Mauricio, et al.
Published: (2025)
by: Herrera, Mauricio, et al.
Published: (2025)
Constraining Atmospheric River Uncertainty Using Instantaneous Poleward Latent Heat Transport
by: Mahesh, Ankur, et al.
Published: (2025)
by: Mahesh, Ankur, et al.
Published: (2025)
A Stochastic Ekman-Stokes Model for Coupled Ocean-Wave-Atmosphere Dynamics
by: Li, Long, et al.
Published: (2025)
by: Li, Long, et al.
Published: (2025)
Marine Heatwaves in the Arabian Sea: Drivers and Impacts on Atmospheric Circulation and Extreme Precipitation
by: Suhas, D. L., et al.
Published: (2026)
by: Suhas, D. L., et al.
Published: (2026)
Similar Items
-
Automated Detection and Climatological Analysis of Ripple-Scale Gravity Wave Instabilities Using a Squeeze-and-Excitation Convolutional Neural Network
by: Hu, Jiahui, et al.
Published: (2026) -
Physically Consistent Global Atmospheric Data Assimilation with Machine Learning in Latent Space
by: Fan, Hang, et al.
Published: (2025) -
Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations
by: Hu, Zeyuan, et al.
Published: (2024) -
Comparing Ocean Forecasts Driven with Machine Learning-based and Physics-based Atmospheric Forcings
by: Zhou, Xiaobing, et al.
Published: (2026) -
Do Tensorized Large-Scale Spatiotemporal Dynamic Atmospheric Data Exhibit Low-Rank Properties?
by: Solgi, Ryan, et al.
Published: (2025)