A Machine Learning Framework for Predicting Microphysical Properties of Ice Crystals from Cloud Particle Imagery
Fuente:
arXiv
Saved in:
| Main Authors: | Ko, Joseph, Harrington, Jerry, Sulia, Kara, Przybylo, Vanessa, van Lier-Walqui, Marcus, Lamb, Kara |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Understanding Ice Crystal Habit Diversity with Self-Supervised Learning
by: Ko, Joseph, et al.
Published: (2025)
by: Ko, Joseph, et al.
Published: (2025)
Interactive Atmospheric Composition Emulation for Next-Generation Earth System Models
by: Erfani, Seyed Mohammad Hassan, et al.
Published: (2025)
by: Erfani, Seyed Mohammad Hassan, et al.
Published: (2025)
Representing Subgrid-Scale Cloud Effects in a Radiation Parameterization using Machine Learning: MLe-radiation v1.0
by: Hafner, Katharina, et al.
Published: (2025)
by: Hafner, Katharina, et al.
Published: (2025)
Integrating Regional Ice Charts and Copernicus Sea Ice Products for Navigation Risk in Alaskan Waters
by: Peel, Grant, et al.
Published: (2025)
by: Peel, Grant, et al.
Published: (2025)
Svalbard Marginal Ice Zone 2024 Campaign -- Cruise Report
by: Müller, Malte, et al.
Published: (2024)
by: Müller, Malte, et al.
Published: (2024)
Winter Noctilucent Clouds Following Sudden Stratospheric Warming: First Observations
by: Ugolnikov, Oleg S.
Published: (2025)
by: Ugolnikov, Oleg S.
Published: (2025)
Failure to track a stable AMOC state under rapid climate change
by: van Westen, René M., et al.
Published: (2026)
by: van Westen, René M., et al.
Published: (2026)
Structured dataset of reported cloud seeding activities in the United States (2000-2025) using an LLM
by: Donohue, Jared Joseph, et al.
Published: (2025)
by: Donohue, Jared Joseph, et al.
Published: (2025)
A simple emulator that enables interpretation of parameter-output relationships, applied to two climate model PPEs
by: Yang, Qingyuan, et al.
Published: (2024)
by: Yang, Qingyuan, et al.
Published: (2024)
Discovering How Ice Crystals Grow Using Neural ODE's and Symbolic Regression
by: Lamb, Kara D., et al.
Published: (2025)
by: Lamb, Kara D., et al.
Published: (2025)
Measurement of Snowpack Density, Grain Size, and Black Carbon Concentration Using Time-domain Diffuse Optics
by: Henley, Connor, et al.
Published: (2023)
by: Henley, Connor, et al.
Published: (2023)
A two-way coupled high resolution wave hindcast for the South China Sea
by: Bagnasco, Tiziano, et al.
Published: (2024)
by: Bagnasco, Tiziano, et al.
Published: (2024)
A Dataset of Weather Station-Scale Photosynthetic Phenology in Mid- to High-Latitude Regions of the Northern Hemisphere
by: Shi, Haiyang
Published: (2025)
by: Shi, Haiyang
Published: (2025)
The role of energetic flow structures on the aeolian transport of sediment and plastic debris
by: Valyrakis, Manousos, et al.
Published: (2024)
by: Valyrakis, Manousos, et al.
Published: (2024)
Testing the physical reality of tidal bulges in the world's oceans
by: Yang, Yongfeng, et al.
Published: (2026)
by: Yang, Yongfeng, et al.
Published: (2026)
Developing Global Aerosol Models based on the Analysis of 30-Year Ground Measurements by AERONET (AEROEX models) and Implication on Satellite based Aerosol Retrievals
by: Mishra, Manoj K, et al.
Published: (2024)
by: Mishra, Manoj K, et al.
Published: (2024)
Waves in ice
by: Bennetts, Luke G
Published: (2025)
by: Bennetts, Luke G
Published: (2025)
Discontinuous stochastic forcing in Greenland ice core data
by: Riechers, Keno, et al.
Published: (2025)
by: Riechers, Keno, et al.
Published: (2025)
Near real-time monitoring of global land-ocean cover dynamics
by: Wang, Lixing, et al.
Published: (2026)
by: Wang, Lixing, et al.
Published: (2026)
A Framework for Automatic Validation and Application of Lossy Data Compression in Ensemble Data Assimilation
by: Keller, Kai, et al.
Published: (2024)
by: Keller, Kai, et al.
Published: (2024)
Assessing the climate benefits of afforestation: processes, methods, and frameworks
by: Dsouza, Kevin Bradley, et al.
Published: (2024)
by: Dsouza, Kevin Bradley, et al.
Published: (2024)
More room at the top: how small buoys aim at the detailed dynamics of the air-sea interface
by: Cavaleri, Luigi, et al.
Published: (2024)
by: Cavaleri, Luigi, et al.
Published: (2024)
Enhancing Near Real Time AI-NWP Hurricane Forecasts: Improving Explainability and Performance Through Physics-Based Models and Land Surface Feedback
by: Sudharsan, Naveen, et al.
Published: (2025)
by: Sudharsan, Naveen, et al.
Published: (2025)
Planetary climate interactions of the Qinghai-Tibetan Plateau
by: Wang, Ziyan, et al.
Published: (2026)
by: Wang, Ziyan, et al.
Published: (2026)
A Theory for Wind Work on Oceanic Mesoscales and Submesoscales
by: Rai, Shikhar, et al.
Published: (2024)
by: Rai, Shikhar, et al.
Published: (2024)
Carbon Trapping Efficiency of Hydropower Reservoirs under the Influence of a Tropical Climate
by: Santos, Marco Aurelio dos, et al.
Published: (2025)
by: Santos, Marco Aurelio dos, et al.
Published: (2025)
Quantifying risk of a noise-induced AMOC collapse from northern and tropical Atlantic Ocean variability
by: Chapman, R., et al.
Published: (2024)
by: Chapman, R., et al.
Published: (2024)
Impacts of extreme weather events on terrestrial carbon sequestration revealed by weather stations in the Northern Hemisphere
by: Shi, Haiyang
Published: (2024)
by: Shi, Haiyang
Published: (2024)
What can Hurricane SAM (2021) tell us about ocean waves under tropical cyclones?
by: Zhao, Xiaolu, et al.
Published: (2024)
by: Zhao, Xiaolu, et al.
Published: (2024)
A multiresolution weather dataset for the Southwestern South Atlantic (2017-2018)
by: Silva, Luan C. V., et al.
Published: (2025)
by: Silva, Luan C. V., et al.
Published: (2025)
Rainfall-induced Mass Movement as Self-organization Process
by: Ma, Zhengjing, et al.
Published: (2025)
by: Ma, Zhengjing, et al.
Published: (2025)
Blended parameterization in an atmospheric model: Improving severestorm ensemble prediction by considering uncertainties in model physics
by: Mai, Khanh Hung, et al.
Published: (2025)
by: Mai, Khanh Hung, et al.
Published: (2025)
Considerations of Earth climate sensitivity based on peculiarities of planetary heat capacity using system identification method: Runaway greenhouse effect scenario is still possible
by: Karnaukhov, Alexei V, et al.
Published: (2025)
by: Karnaukhov, Alexei V, et al.
Published: (2025)
Effect of complex orography on numerical simulations of a downburst event in Spain
by: Fernandez, Javier Diaz, et al.
Published: (2025)
by: Fernandez, Javier Diaz, et al.
Published: (2025)
A stable hothouse triggered by a tipping mechanism
by: Chavez, Erik, et al.
Published: (2026)
by: Chavez, Erik, et al.
Published: (2026)
Disentangling the soil and atmospheric stress on carbon sequestration in a Mediterranean pine forest
by: Qubaja, Rafat, et al.
Published: (2025)
by: Qubaja, Rafat, et al.
Published: (2025)
Verifying The Radiosonde Humidity Sensor Performance
by: Kochin, Alexander V.
Published: (2024)
by: Kochin, Alexander V.
Published: (2024)
Direct test for critical slowing down before Dansgaard-Oeschger events via the volcanic climate response
by: Lohmann, Johannes
Published: (2025)
by: Lohmann, Johannes
Published: (2025)
The Impact of Natural External Forcing on Ocean Heat Uptake Efficiency Since the 1980s
by: Shi, Jia-Rui, et al.
Published: (2025)
by: Shi, Jia-Rui, et al.
Published: (2025)
When the Earth and Sky Dance: Seismic Shakes Meet Weather Patterns
by: Kandiah, Alessio, et al.
Published: (2025)
by: Kandiah, Alessio, et al.
Published: (2025)
Similar Items
-
Understanding Ice Crystal Habit Diversity with Self-Supervised Learning
by: Ko, Joseph, et al.
Published: (2025) -
Interactive Atmospheric Composition Emulation for Next-Generation Earth System Models
by: Erfani, Seyed Mohammad Hassan, et al.
Published: (2025) -
Representing Subgrid-Scale Cloud Effects in a Radiation Parameterization using Machine Learning: MLe-radiation v1.0
by: Hafner, Katharina, et al.
Published: (2025) -
Integrating Regional Ice Charts and Copernicus Sea Ice Products for Navigation Risk in Alaskan Waters
by: Peel, Grant, et al.
Published: (2025) -
Svalbard Marginal Ice Zone 2024 Campaign -- Cruise Report
by: Müller, Malte, et al.
Published: (2024)