gem-lte-core

The stellarator part: wavenumber > 0 (2026-10-22)

Companion to qbo_switching_plasma.md (the QBO as the reversed-field-pinch modification of the tokamak). Code: enso_stellarator.py, qbo_low_stellarator.py; figures enso_stellarator.png, qbo_low_stellarator.png.

Mathematical form

On a common manifold F(t) with base winding k:

ζ(λ, t) = Σ_h Σ_n B_hn · Y_n(λ) · sin(2π·h·k·F(t) + φ_hn)

1. ENSO: winding-selective modes do not help

Eight equatorial Kaplan quads, 130°E–90°W, fitted 1950–2005, scored 2006–2022, common manifold (base 0.2017), windings 1–9× and the slow winding.

Structure Parameters Held-out mean r Held-out pattern r Training mean r
one shared pattern for all windings (rank 1) 28 +0.31 +0.15 +0.42
free profile per winding 160 +0.27 +0.11 +0.50
basin modes n = 0, 1, 2 mixed per winding 60 +0.24 +0.02 +0.47
one basin mode per winding 20 +0.17 +0.10 +0.38

Within the Pacific basin, every winding shares one standing pattern. The winding-specific shapes (the eastern vs central-Pacific split in enso_spatial_mode.py) fit the training years but do not predict. In the basin, ENSO acts as one mode.

2. Equatorial winds: wavenumber > 0 emerges below 70 hPa, and it follows the ENSO manifold

ERA5 monthly zonal wind, 5°S–5°N at each longitude, 1979–2025, monthly climatology removed per longitude.

Share of variance by zonal wavenumber:

hPa 1–10 20–50 70 100 125–150 200
n = 0 0.90–0.99 0.99–1.00 0.92 0.23 0.17 0.20
n = 1 0.01–0.07 ≤ 0.01 0.04 0.34 0.46–0.48 0.40
n = 2 ≤ 0.02 0.00 0.02 0.24 0.20–0.21 0.22

The transition is abrupt: from 70 to 100 hPa the zonal-mean share falls from 0.92 to 0.23.

Which manifold drives each wavenumber (regression on nine windings of each manifold, fitted 1979–2010; held-out correlation 2011–2022; in brackets the training fit’s percentile among 300 phase-randomized surrogates):

Level n = 0, QBO windings n = 0, ENSO windings n = 1–2, QBO windings n = 1–2, ENSO windings
5 hPa +0.46 (100) −0.01 (36) +0.08 −0.05
30 hPa +0.67 (100) −0.01 (70) −0.06 −0.09
50 hPa +0.34 (83) +0.26 (2) −0.02 +0.03
100 hPa −0.21 (41) +0.10 (76) −0.02 +0.19 to +0.22 (68–98)
125–150 hPa −0.02 to −0.09 +0.03 to +0.05 0.00 to +0.02 +0.24 to +0.26 (79–94)
200 hPa 0.00 +0.09 −0.01 +0.25 to +0.28 (80–87)

Caveats