Spectral Decomposition and Emergent Scale Equilibrium in the τ-Field
1 · From Φ-Scale to Spectral Law
After the golden-ratio equilibrium of Operator XIV, the τ-Field still contains residual motion — an unbalanced exchange between curvature modes. PRISM refracts that motion into its spectral components, mapping curvature energy across wavenumbers k and identifying the invariant slope p where recursion achieves flux balance.
2 · Evolution Kernel
The chamber evolves the τ-Field by the dispersive recursion:
τₙ₊₁ = τₙ + λ sin(τₙ(Sμx) − τₙ(x)) − β ∇²τₙ + σ ξ,
where β introduces controlled dispersion. Spectral analysis of κ = ∇²τ yields P(k) = ⟨|κ̂(k)|²⟩ ∝ k⁻ᵖ.
3 · Spectral Regimes
- p ≈ 2.0: diffusive (Brownian) regime
- p ≈ 2.45: weak turbulence — the observed UNNS invariant
- p ≥ 2.6: over-dispersed cascade (unstable)
At p ≈ 2.45 the energy flux through scales is stationary — the recursive equivalent of Kolmogorov equilibrium in physical turbulence.
4 · Interactive Chamber
The PRISM Chamber below implements live τ-Field evolution and real-time FFT spectral plotting. Users can sweep β, adjust λ, and watch the power-law slope stabilize as the recursive cascade matures.
Recursive Spectra and the Universal Slope of κ̂(k)
For a better view, click here!
5 · Validation (CΠ Protocol)
Phase C validation ensures that the chamber meets reproducibility and spectral law criteria:
- R² ≥ 0.79 (log-log linearity)
- 2.40 ≤ p ≤ 2.50 (spectral slope)
- CV(p) < 1 % across seeds 41–45
- Flux drift < 1 % (pending Operator XVI closure)
6 · Interpretation
Operator XV shows that recursive systems self-organize into scale-invariant cascades. Where Φ-Scale found where recursion repeats, PRISM explains how energy flows between those repetitions. It is the spectral grammar of recursion — turning τ-Field geometry into a measurable language of power laws.
7 · References & Further Reading
- Operator XV Prism — Spectral Decomposition and Emergent Scale Equilibrium in the UNNS τ-Field Substrate
- Golden Ratio in Recursive Dynamics — Emergent Scale Symmetry in the UNNS τ-Field Substrate