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Towards Transparent and Accurate Plasma State Monitoring at JET

physics.plasm-ph · 2025-02-14 · conditional · novelty 6.0

A sequence-based multi-task variational autoencoder with a transformer encoder learns an interpretable 2D latent space for JET plasma state monitoring, achieving a 96.2% disruption prediction success rate with warning times close to expert labels.

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  • Towards Transparent and Accurate Plasma State Monitoring at JET physics.plasm-ph · 2025-02-14 · conditional · none · ref 1

    A sequence-based multi-task variational autoencoder with a transformer encoder learns an interpretable 2D latent space for JET plasma state monitoring, achieving a 96.2% disruption prediction success rate with warning times close to expert labels.