ECHO deploys a real-time neural-network surrogate of TORBEAM combined with genetic optimization to control ECH deposition profiles on DIII-D, validated against ECE data despite gyrotron failures.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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physics.plasm-ph 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Experimental measurements show background pressure increases low-energy ion flux and that a quasi-2D model including charge exchange and plume divergence describes fast-ion attenuation better than a 1D law, though neutral flux predictions show discrepancies.
citing papers explorer
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Robust Control of ECH Deposition Profiles on DIII-D
ECHO deploys a real-time neural-network surrogate of TORBEAM combined with genetic optimization to control ECH deposition profiles on DIII-D, validated against ECE data despite gyrotron failures.
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Background-Pressure Effects on Charge-Exchange Measurements in Plasma Flows at Elevated Pressures
Experimental measurements show background pressure increases low-energy ion flux and that a quasi-2D model including charge exchange and plume divergence describes fast-ion attenuation better than a 1D law, though neutral flux predictions show discrepancies.