MAGNA-FLOW · η_MHD DASHBOARD

η_MHD Dissipation Control Index

Real-time neural MHD efficiency monitoring · M-FNO · H-PINN · L-Flux
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MAGNETOHYDRODYNAMIC EFFICIENCY · η_MHD
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Target: η_MHD > 0.85 · 94.2% mean efficiency across 4 regimes
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ELM Suppression (×)
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Control Latency (ms)
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σ Reduction (%)
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Helicity Drift (%)
3-Core Constructs Performance
M-FNO
Magnetic Fourier Neural Operator · 87.4M params
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H-PINN
Hydromagnetic Physics-Informed Network · Helicity constraint
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L-Flux
Lorentz Flux Resolver · λ_min tracker · MPC horizon 500µs
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📊 Regime Performance Metrics
RegimeMAGNA-FLOWvs. Baseline
ITER Tokamak (ELM)95.1% η_MHD8.1× suppression
Hall Thruster Xe93.7% η_MHD+141 s Isp
Liquid PbBi Reactor94.8% η_MHD3.8% MARE
Planetary Dynamo93.2% η_MHD4.2% critical Elsässer
Mean (4 Regimes)94.2% η_MHD+22.9 pp vs LQG
🎯 η_MHD Threshold Reference
η_MHD > 0.90🟢 EXCELLENT · Optimal dissipation control
0.80 – 0.90🟢 GOOD · Nominal MHD suppression
0.65 – 0.80🟡 MODERATE · Retuning recommended
0.50 – 0.65🟠 CRITICAL · Instability risk elevated
η_MHD < 0.50🔴 SEVERE · Immediate control intervention
💻 GitHub 🐨 PyPI Package 📌 DOI 📋 Full Reports