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AI Architecture › Mathematical Foundations
Mathematical Foundations

Tandem-Mirror Equilibrium Mathematics

The burner is not a torus; its equilibrium is set by paraxial force balance and mirror confinement along an open field line, a different mathematics from Grad-Shafranov.

STRATEGY / SLOW ▲ ▼ MICROSECOND REAL-TIMEL7Ecosystem & Strategytelemetry ▲ control ▼open ▸L6Experience & Visualizationtelemetry ▲ control ▼open ▸L5Applications & Copilotstelemetry ▲ control ▼open ▸L4Orchestrationtelemetry ▲ control ▼open ▸L3Twin Modeling & AItelemetry ▲ control ▼open ▸L2Data Fabrictelemetry ▲ control ▼open ▸L1Control Planetelemetry ▲ control ▼open ▸L0Foundationtelemetry ▲ control ▼open ▸PHYSICAL S.M.A.R.T. GENERATOR PLANTBREEDER · HYPERION1R0 1.2 m · A 2.5 · 16.84 T · δ −0.30BURNER · TANDEM MIRROR2317 T throat · 26.49 T plug · fₙ 5.44% · DEC1 center stack + plasma · 2 high-field plug · 3 expander → direct converterCOLOR GRAMMAR strategy AI-workflow infra/data models reactor/DECLINE SEMANTICStelemetry (µs)controlKRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORMASTER BLUEPRINTSHEET 01REV. 2026-08L0-L7 · 2 MACHINES
The AI-Native S.M.A.R.T. Generator Master Blueprint — eight layers (L0→L7), one control stack, wired to both machines. Telemetry rises in microseconds; control descends the same path.

Open field lines and mirror confinement

The burner (Aegis / MetroVolt) is a D-3He tandem-mirror generator with a 26.49 T plug and 17 T throat. Its field lines are open, not nested tori, so Grad-Shafranov does not apply. Confinement comes from the magnetic mirror force plus an electrostatic ambipolar potential built by high-field end plugs. The equilibrium mathematics is one-dimensional along the axis in the paraxial approximation.

text
Magnetic moment invariance and the mirror force:

  mu = m v_perp^2 / (2 B) = const  (adiabatic invariant)
  Energy:  (1/2) m v^2 + q Phi = const

  Reflection condition (loss cone):
    particle reflects if  v_par^2 < v_perp0^2 (R_m - 1)
    mirror ratio R_m = B_max / B_min
    Burner: throat 17 T, plug 26.49 T set the mirror ratios

Paraxial force balance

In the paraxial (long-thin) limit, radial force balance across the narrow flux bundle relates plasma pressure, magnetic field, and field-line curvature. The axial variation of B, density, and potential is solved as a coupled 1D system. This replaces the 2D elliptic Grad-Shafranov solve with an axial two-point boundary-value problem.

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Paraxial radial pressure balance (schematic):

  d/dr [ p_perp + B^2/(2 mu0) ]  =  (curvature/anisotropy terms)

Axial (parallel) force balance with anisotropy:
  d p_par/dz + (p_par - p_perp) dlnB/dz = n q dPhi/dz

  p_par, p_perp : parallel/perpendicular pressures (anisotropic)
  Phi(z)        : ambipolar electrostatic potential

Why this is a design-and-simulation study

The tandem-mirror equilibrium the burner needs sits far outside any built device. The plug operating regime is 166-830x beyond experimental experience, so the equilibrium cannot be post-dicted against data today - it is a simulation construct. The stack treats every burner equilibrium quantity as carrying that extrapolation risk, and reports it, rather than presenting the solve as validated.

The same PINN and estimation machinery used on the breeder is retargeted to this 1D axial operator, but the honesty requirement is stronger: with no comparable device, uncertainty bands dominate and are surfaced to every consumer.

Content reviewed August 2026 · design-and-simulation stage