10-Mode Model: Framework Confirmed
Hypothesis
Extending from 8 to 10 modes (5 velocity + 5 vorticity, wavenumbers \(k=1,2,3\) with two cascade stages) will maintain the framework's structural properties. The doubling time criterion \(P\) should continue to improve as the dynamics become richer.
Method
- Implement the 10-mode model with 5 velocity and 5 vorticity modes at wavenumbers \(k=1,2,3\), including two cascade stages for energy transfer.
- Run the full 26-level H/H'/H'' hierarchy with doubling time criterion \(P\) as the primary discriminator.
- Sweep amplitudes to find \(A^*(\text{truth})\) and \(A^*(P)\). Evaluate classification accuracy across 14 test amplitudes.
- Check feedback loop, scaling law exponent \(\alpha\), and positive \(A^*\) invariant.
Results
Critical Amplitude
| Quantity | Value | Note |
|---|---|---|
| \(A^*(\text{truth})\) | 0.302 | Up from 0.290 in 8-mode — more modes stabilise |
| \(A^*(P)\) | 0.290 | Doubling time criterion estimate |
| \(P/\text{truth}\) | 96.1% | Best yet: 86.1% → 95.5% → 96.1% |
Classification
| Metric | Result |
|---|---|
| Score | 13/14 |
| Feedback loop | \(L_1 \to L_4 \to L_2 \to L_1\) present at every checkpoint |
| Scaling law \(\alpha\) | 2.0 exactly |
Framework improvement trend. The P/truth ratio has improved steadily across mode counts: 86.1% (6-mode) → 95.5% (8-mode) → 96.1% (10-mode). The framework becomes MORE accurate as the system grows. \(\alpha = 2.0\) continues to hold exactly, confirming the scaffold bound transfers.
Analysis
- A* increases. \(A^* = 0.302\) vs 0.290 in 8-mode. More modes means more stability, and the framework captures this.
- Best P/truth yet. 96.1% accuracy — the criterion is sharpening with richer dynamics.
- Structural invariance. Feedback loop, scaling law (\(\alpha = 2.0\)), and positive \(A^*\) all transfer unchanged from 6-mode and 8-mode.
- Two cascade stages. The energy cascade from \(k=1 \to k=2 \to k=3\) introduces more complex nonlinear interactions, yet the framework handles them without modification.
Conclusion
The 10-mode model confirms the framework's mode-count invariance with the best P/truth ratio yet (96.1%). The \(A^*\) increase from 0.290 to 0.302 shows that more modes stabilise the system, and the doubling time criterion tracks this precisely.
Reproducibility
../simplex/build/sxc exp_ns_10mode_solve.sx -o build/exp_ns_10mode_solve.ll
OPENSSL_PREFIX=$(brew --prefix openssl)
clang -O2 build/exp_ns_10mode_solve.ll \
../simplex/runtime/standalone_runtime.c \
-o build/exp_ns_10mode_solve \
-lm -lssl -lcrypto -L${OPENSSL_PREFIX}/lib
./build/exp_ns_10mode_solve
Related
- 8-Mode Model: Framework Verified — previous mode count
- 12-Mode Model: Triad Cascade — next mode count
- Mode Scaling: The Complete Picture — full scaling table
- 6-Mode Model: Solved — original model