Ensemble Graph Neural Networks for Probabilistic Sea Surface Temperature Forecasting via Input Perturbations

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References (38)

[1]
Voronoi-Induced Artifacts from Grid-to-Mesh Coupling and Bathymetry-Aware Meshes in Graph Neural Networks for Sea Surface Temperature Forecasting
2025Giovanny A. Cuervo-Londoño, José G. Reyes et al.
[2]
Leveraging an Atmospheric Foundational Model for Subregional Sea Surface Temperature Forecasting
2025Victor E. Medina, Giovanny A. Cuervo-Londoño et al.
[3]
Accurate Mediterranean Sea forecasting via graph-based deep learning
2025Daniel Holmberg, Emanuela Clementi et al.
[4]
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System
2025Giovanny C.-Londoño, Javier Sánchez et al.
[5]
A foundation model for the Earth system
2025Cristian Bodnar, W. Bruinsma et al.
[6]
Forecasting Sea Surface Temperature from Satellite Images with Graph Neural Networks
2025Giovanny C.-Londoño, Javier Sánchez et al.
[7]
Adaptive Meshes in Graph Neural Networks for Predicting Sea Surface Temperature Through Remote Sensing
2025José G. Reyes, Giovanny A. Cuervo-Londoño et al.
[8]
ArchesWeather & ArchesWeatherGen: a deterministic and generative model for efficient ML weather forecasting
2024Guillaume Couairon, Renu Singh et al.
[9]
Probabilistic weather forecasting with machine learning
2024Ilan Price, Alvaro Sanchez-Gonzalez et al.
[10]
Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks
2024Joel Oskarsson, Tomas Landelius et al.
[11]
Learning skillful medium-range global weather forecasting
2023Remi Lam, Alvaro Sanchez-Gonzalez et al.
[12]
Neural general circulation models for weather and climate
2023Dmitrii Kochkov, J. Yuval et al.
[13]
Ensemble Learning for Graph Neural Networks
2023Zhen Hao Wong, Ling Yue et al.
[14]
Graph-based Neural Weather Prediction for Limited Area Modeling
2023Joel Oskarsson, Tomas Landelius et al.
[15]
WeatherBench 2: A Benchmark for the Next Generation of Data‐Driven Global Weather Models
2023S. Rasp, Stephan Hoyer et al.
[16]
Accurate medium-range global weather forecasting with 3D neural networks
2023Kaifeng Bi, Lingxi Xie et al.
[17]
FuXi: a cascade machine learning forecasting system for 15-day global weather forecast
2023Lei Chen, Xiaohui Zhong et al.
[18]
GNN-Ensemble: Towards Random Decision Graph Neural Networks
2023Wenqi Wei, Mu Qiao et al.
[19]
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
2022Jaideep Pathak, Shashank Subramanian et al.
[20]
Forecasting Global Weather with Graph Neural Networks
2022R. Keisler

Showing 20 of 38 references

Founder's Pitch

"Improve sea surface temperature forecasting by using graph neural networks and input perturbations to generate probabilistic forecasts, enabling better risk management for maritime industries."

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