Notebooks & Examples — SCPN-Control

9Notebooks

8Tutorial Scripts

1Streamlit Dashboard

4CLI Commands

Jupyter Notebooks

#	Notebook	Description	Topics
01	paper27_phase_dynamics_demo.ipynb	Paper 27 Kuramoto phase dynamics, K_nm coupling, UPDE, order parameter	phase K_nm
02	snn_compiler_walkthrough.ipynb	SPN → SNN compilation with LIF neurons and bitstream encoding	SNN
03	snn_pac_closed_loop_demo.ipynb	SNN with PAC gating in a closed control loop	SNN phase
04	neuro_symbolic_control_demo.ipynb	Neuro-symbolic control: Stochastic Petri Nets + spiking networks	SNN control
05	h_infinity_controller_demo.ipynb	H∞ robust controller design, DARE solve, closed-loop response	control
06	advanced_control_demo.ipynb	Advanced controllers: NMPC, μ-synthesis, sliding-mode, fault-tolerant	control
07	q10_breakeven_demo.ipynb	Q=10 ITER break-even scenario: equilibrium + transport + controller	physics control
08	frontier_physics_demo.ipynb	Frontier physics: nonlinear δf gyrokinetics, Dimits shift, zonal flows	physics GK
09	scpn_full_stack_demo_2026.ipynb	Full SCPN stack: Petri net → SNN compiler → controller → plant model	SNN physics

Tutorial Scripts

Script	Description	Lines
tutorial_01_basic_pid.py	Minimal PID controller on a simple tokamak model. 5 minutes to first result.	85
tutorial_02_gs_equilibrium.py	Solve GS equilibrium, plot flux surfaces, extract q-profile and pressure.	120
tutorial_03_phase_sync.py	Kuramoto synchronisation with K_nm, animate phase evolution.	95
tutorial_04_mpc_control.py	MPC with 20-step horizon on digital twin. Compare with PID baseline.	140
tutorial_05_rust_speedup.py	Benchmark Python vs Rust backends. Reproduce speedup table.	75
tutorial_06_full_scenario.py	End-to-end: equilibrium → transport → stability → controller → simulation.	200

CLI Commands

# Run interactive demo (opens browser dashboard)
scpn-control demo

# Run Kuramoto + GK benchmark suite
scpn-control benchmark --suite all

# Validate physics solvers against reference data
scpn-control validate --strict

# Start live WebSocket phase streaming
scpn-control live --port 8765 --fps 30