Cluster-Weighted Training of Deep Surrogate Models for Subgrid Turbulent Transport

arXiv:2607.07925 · astro-ph.SR, physics.flu-dyn · Submitted 2026-07-08 · Read on arXiv

Rimsha Hameed Syeda, Dustin Kempton, Viacheslav Sadykov, Irina Kitiashvili, Rafal Angryk

astro-ph.SR, physics.flu-dyn

Submitted: 2026-07-08

Comments: 9 pages, 8 figures, 2 tables, SABID workshop at 2025 IEEE International Conference on Data Mining

DOI: 10.1109/ICDMW69685.2025.00228

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Clustering — 38× in this paper · explained in 2 episodes
Loss Function — 6× in this paper · explained in 2 episodes
Accuracy — 5× in this paper · explained in 1 episode
Generalization — 5× in this paper · explained in 13 episodes
Mean Squared Error — 5× in this paper
Fidelity — 2× in this paper · explained in 2 episodes
Multi-Layer Perceptron — 2× in this paper
Adam — 1× in this paper · explained in 2 episodes
Alignment — 1× in this paper · explained in 1 episode
Consistency — 1× in this paper · explained in 3 episodes
D Convolutional Neural Network — 1× in this paper
Inverse Problem — 1× in this paper · explained in 2 episodes
K-Means and Hierarchical Agglomerative Clustering — 1× in this paper
Robustness — 1× in this paper · explained in 5 episodes
Transformer — 1× in this paper · explained in 2 episodes

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