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hydride phase-equilibrium capacity operator

technology1 mentionslast seen Sep 22, 2026

High-cost mechanistic computation for predicting solid-state metal-hydride hydrogen-storage capacity.

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SCALEdepends onhydride phase-equilibrium capacity operator85% confidence1 source

hydride phase-equilibrium capacity operator

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SCALEdepends onhydride phase-equilibrium capacity operator

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preprintarXivSep 3, 2026SCALE: Simulation-Calibrated Amortized Learning for Energy Materials (A hybrid architecture connecting deterministic modeling, real-world data, and transformer-scale inference for accelerated energy-materials discovery)
a hydride phase-equilibrium capacity operator is calibrated against 381 measured ML-HydPARK capacity anchors and used to generate 5,000 candidate-condition-prototype teacher labels