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Tutorial Notebooks

01

Compact Reactor Search

Design-point scanning for compact tokamak configurations with global optimiser.

02

Neuro-Symbolic Compiler

Petri net → SNN compilation pipeline with formal verification.

03

Grad-Shafranov Equilibrium

Picard iteration + SOR/multigrid solver validated against SPARC GEQDSK.

04

Divertor & Neutronics

Eich heat-flux model, blanket neutronics, tritium breeding ratio.

05

Validation Against Experiments

SPARC, ITER 15 MA, ITPA H-mode database benchmarks.

06

Inverse & Transport Benchmarks

Inverse equilibrium reconstruction and 1.5D transport solver convergence.

07

Multi-Ion Transport

D/T fuel, He-ash, independent Te, coronal radiation, Bremsstrahlung.

08

MHD Stability

Mercier, ballooning, Kruskal-Shafranov, Troyon, and NTM criteria.

09

Coil Optimization

Free-boundary GS with Tikhonov-regularised coil current optimisation.

10

Uncertainty Quantification

Full-chain Monte Carlo UQ through equilibrium → transport → fusion power.

MASTER

Platinum Standard Demo

Project TOKAMAK-MASTER: JAX-accelerated NMPC, Rutherford resistive MHD, and quantitative SOC calibration.