README.md

Toroidal Dynamics Toolkit (TDT) v1.0

Multi-Shot Real Tokamak Benchmark Suite with Risk Correlation

Modular Python toolkit for dynamic toroidal modulation in frequency-domain signal processing. Extends the Ψ_universe Attractor Library v2.0 for real experimental tokamak data with multi-shot benchmarking and risk correlation analysis.

---

Features

• Dynamic toroidal modulation in frequency-domain signal processing
• Multi-shot real tokamak benchmark suite
• Risk correlation analysis across discharge parameters
• Extends the Ψ_universe attractor filter for experimental validation

Quick Start

# Run the toolkit
python toroidal_dynamics_toolkit.py

# Run the multi-shot benchmark
python benchmark_multi_shot.py

Dependencies: Python 3.x, NumPy, SciPy.

Related Repositories

• psi-universe-attractor — Ψ_universe attractor filter, validated on real EAST #41195 data
• tasd-core — TASD Core Framework (capstone documentation)
• tasd-framework — TASD Unified Framework (open-source release)
• q216d-tokamak-simulation — Interactive 3D plasma visualization with TASD-enhanced control

Copyright

Copyright © 2026 Nicolas B. Quiroz, MD. All rights reserved for the original work.

License

See the LICENSE file for details.

Citation

If you use this toolkit, please cite:

Quiroz, N. B. (2026). Toroidal Dynamics Toolkit v1.0. Zenodo. https://doi.org/10.5281/zenodo.18926038

Keywords

tokamak · fusion energy · plasma physics · toroidal plasma · magnetic confinement · frequency-domain signal processing