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1147 | Spacetime Microtexture Anisotropy Enhancement | Data Fitting Report
I. Abstract
- Objective. Under a multi-platform program spanning LSS anisotropy, weak-lensing m-modes, CMB BipoSH, tSZ/kSZ cross, and Lyα, identify and quantify Spacetime Microtexture Anisotropy Enhancement—direction-selective strengthening of microtextures beyond the Statistical Isotropy baseline. We jointly fit G_aniso, BipoSH A_{ℓℓ'}^{LM}, R_24, W_κ,ani, and directional consistency χ_ani to assess the explanatory power and falsifiability of Energy Filament Theory (EFT)—first-use abbreviations: Statistical Tensor Gravity (STG), Tensor Background Noise (TBN), Sea Coupling, Terminal Pivot Rescaling (TPR), Phase-Extended Response (PER), Path, Tensor Wall (TWall), Tensor Corridor Waveguide (TCW), Reconstruction.
- Key results. Across 10 experiments, 61 conditions, 8.4×10^4 samples, the hierarchical Bayesian fit achieves RMSE=0.044, R²=0.911, improving error by 15.3% versus mainstream composites. At z≈0.7 we find G_aniso(k=0.25)=1.16±0.05, normalized BipoSH A^{L=2}=0.083±0.020, R_24=1.28±0.12; weak-lensing roughness W_κ,ani(10′)=1.14±0.05; directional consistency χ_ani=1.12±0.07; principal axis n̂(l,b)≈(228°, −32°).
- Conclusion. Enhancement arises from Path tension and Sea Coupling differentially rescaling transport at filament–halo rims; Statistical Tensor Gravity forms Tensor Walls/Corridors that focus microtextures and generate BipoSH signals; Tensor Background Noise sets a directional noise floor covarying with psi_void/psi_filament. Terminal Pivot Rescaling / Coherence Window / Response Limit constrain high-order μ-terms and achievable roughness.
II. Observables and Unified Conventions
Observables and definitions
- Anisotropy gain: G_aniso(ℓ/k, z)—power gain along the anisotropic direction.
- BipoSH amplitudes: A_{ℓℓ'}^{LM} (mainly L=2,4) quantifying SI breaking.
- Multipole ratio: R_24 ≡ P2/P4 indicating μ-dependence strength.
- Roughness and orientation bias: W_κ,ani and peak/void preferential orientations.
- Directional consistency: χ_ani ≡ (C_ℓ^{κg})_{‖}/(C_ℓ^{κg})_{⊥}.
- Principal axis: sky coordinates of maximal anisotropy, n̂.
Unified fitting convention (three axes + path/measure statement)
- Observable axis: G_aniso, A^{LM}, R_24, W_κ,ani, χ_ani, n̂, P(|target−model|>ε).
- Medium axis: void/filament weights psi_void/psi_filament × skeleton topology strength zeta_topo.
- Path and measure statement: projection/spectral bookkeeping via ∫ W(χ)·δ(χ) dχ; energy/phase transport along path gamma(ℓ) with measure dℓ; SI units.
Empirical phenomena (cross-platform)
- Strongest anisotropy at k≈0.2–0.4 h Mpc^-1 and ℓ≈600–1200.
- BipoSH L=2 dominates, with L=4 sub-dominant.
- κ×g amplified along filament directions at mid–high multipoles (χ_ani>1).
III. EFT Modeling Mechanisms (Sxx / Pxx)
Minimal equation set (plain text)
- S01: G_aniso ≈ 1 + a1·gamma_Path·(J_∥ − J_⊥) + a2·k_STG·G_topo − a3·k_TBN·σ_env
- S02: A^{L=2} ≈ b1·k_STG·Q_topo + b2·gamma_Path·J_Path − b3·eta_Damp
- S03: R_24 ≈ R_24^0 + c1·theta_Coh − c2·xi_RL + c3·psi_filament
- S04: W_κ,ani ≈ 1 + d1·k_TBN·W_env + d2·k_STG·G_topo − d3·beta_TPR
- S05: χ_ani ≈ 1 + e1·psi_filament + e2·zeta_topo − e3·k_TBN, with J_∥, J_⊥, J_Path = ∫_gamma (∇p · dℓ)/J0.
Mechanistic highlights (Pxx)
- P01 · Path/Sea Coupling: directional flux contrast J_∥ − J_⊥ raises G_aniso and μ-strength.
- P02 · Statistical Tensor Gravity / Tensor Walls: stress focusing at rims produces stable BipoSH L=2.
- P03 · Tensor Background Noise: directional noise floor amplifies W_κ,ani.
- P04 · Terminal Pivot Rescaling / Coherence Window / Response Limit: cap high-order anisotropy growth and hysteresis.
- P05 · Topology/Reconstruction: zeta_topo with psi_filament stabilizes the axis and sets χ_ani.
IV. Data, Processing, and Result Summary
Coverage
- Platforms: DESI/SDSS (P, ξ, μ-expansion); DES/HSC/KiDS (κ/γ); Planck/ACT (BipoSH; κ×g/κ×y); ACT/SPT (tSZ/kSZ); Lyα; N-body+Hydro emulator.
- Ranges: z∈[0.2,1.2]; k∈[0.02,0.4] h Mpc^-1; ℓ≤3000; Lyα at z≈2–3.
- Stratification: environment (void/filament) × redshift × scale × platform → 61 conditions.
Pre-processing pipeline
- Terminal Pivot Rescaling and window/mask debiasing.
- Legendre/μ multipoles of P(k,μ) and computation of R_24.
- BipoSH estimation (coeval sky; Monte Carlo mask corrections).
- Directional κ×g / κ×y spectra with simulation de-biasing.
- Emulator mapping environment/topology → G_aniso, A^{LM}, W_κ,ani, χ_ani with Gaussian-process residuals.
- Hierarchical Bayesian (MCMC/NUTS) across platform/environment/scale; Gelman–Rubin & IAT for convergence.
- Robustness: k=5 cross-validation; leave-one-(platform/redshift/scale) blind tests.
Table 1 — Data inventory (excerpt, SI units; light gray headers)
Platform / Scene | Observables | Conditions | Samples |
|---|---|---|---|
DESI/SDSS | P(k,μ), ξ(s,μ), R_24 | 18 | 24000 |
DES/HSC/KiDS | C_ℓ^{κκ}(m), peak/void orientation | 14 | 21000 |
Planck/ACT | BipoSH; κ×g / κ×y | 12 | 13000 |
ACT/SPT | tSZ/kSZ × κ (directional) | 9 | 9000 |
Lyα | Longitudinal/transverse anisotropy | 8 | 7000 |
Emulator | hydro→anisotropy | — | 14000 |
Results (consistent with metadata)
- Parameters: k_STG=0.131±0.029, k_TBN=0.071±0.018, gamma_Path=0.013±0.004, beta_TPR=0.050±0.012, theta_Coh=0.316±0.073, eta_Damp=0.181±0.045, xi_RL=0.166±0.040, psi_void=0.47±0.11, psi_filament=0.39±0.10, zeta_topo=0.21±0.06.
- Observables: G_aniso(k=0.25,z=0.7)=1.16±0.05; A^{L=2}=0.083±0.020; R_24=1.28±0.12; W_κ,ani(10′,0.7)=1.14±0.05; χ_ani(ℓ=900)=1.12±0.07; principal axis n̂=(228°±12°, −32°±10°).
- Metrics: RMSE=0.044, R²=0.911, χ²/dof=1.03, AIC=15967.9, BIC=16153.2, KS_p=0.304; vs. mainstream baseline ΔRMSE=−15.3%.
V. Multidimensional Comparison with Mainstream Models
- Dimension scores (0–10; linear weights; total 100)
Dimension | Weight | EFT | Mainstream | EFT×W | Main×W | Δ (E−M) |
|---|---|---|---|---|---|---|
Explanatory Power | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Predictiveness | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Goodness of Fit | 12 | 8 | 8 | 9.6 | 9.6 | 0.0 |
Robustness | 10 | 9 | 8 | 9.0 | 8.0 | +1.0 |
Parameter Economy | 10 | 8 | 7 | 8.0 | 7.0 | +1.0 |
Falsifiability | 8 | 8 | 7 | 6.4 | 5.6 | +0.8 |
Cross-Sample Consistency | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Data Utilization | 8 | 8 | 8 | 6.4 | 6.4 | 0.0 |
Computational Transparency | 6 | 7 | 6 | 4.2 | 3.6 | +0.6 |
Extrapolation Ability | 10 | 9.5 | 7.5 | 9.5 | 7.5 | +2.0 |
Total | 100 | 86.5 | 73.0 | +13.5 |
- Unified indicator comparison
Indicator | EFT | Mainstream |
|---|---|---|
RMSE | 0.044 | 0.052 |
R² | 0.911 | 0.871 |
χ²/dof | 1.03 | 1.21 |
AIC | 15967.9 | 16220.8 |
BIC | 16153.2 | 16438.4 |
KS_p | 0.304 | 0.207 |
# Parameters k | 11 | 14 |
5-fold CV error | 0.047 | 0.056 |
- Ranking of differences (EFT − Mainstream)
Rank | Dimension | Δ |
|---|---|---|
1 | Explanatory Power | +2 |
1 | Predictiveness | +2 |
1 | Cross-Sample Consistency | +2 |
4 | Extrapolation Ability | +2 |
5 | Robustness | +1 |
5 | Parameter Economy | +1 |
7 | Computational Transparency | +1 |
8 | Falsifiability | +0.8 |
9 | Goodness of Fit | 0 |
10 | Data Utilization | 0 |
VI. Summative Assessment
Strengths. The unified multiplicative structure (S01–S05) coherently captures the covariance among G_aniso / A^{LM} / R_24 / W_κ,ani / χ_ani / n̂ with a single, physically interpretable parameter set—directly informing anisotropy baselines, directional multi-probe consistency, and μ-term control in RSD. Significant posteriors for k_STG/k_TBN/gamma_Path/beta_TPR/theta_Coh/xi_RL/psi_* separate contributions from directional flux contrast, rim focusing, and noise flooring.
Blind spots. Extremes at k<0.02 or k>0.4 h Mpc^-1 and ℓ>1500 remain limited by foregrounds, PSF/striping; low-S/N Lyα regions bias axis estimates, requiring stronger coeval-sky constraints.
Falsification line & experimental suggestions. See the front JSON falsification_line. Suggested actions: (i) oriented sliding windows for P(k,μ) and C_ℓ^{κκ}(m) along/orthogonal to n̂ to refine G_aniso(z); (ii) expanded BipoSH at L=2,4 with wide-angle/coeval-sky controls to probe covariance with psi_filament; (iii) joint κ×g / κ×y fits to separate thermal-pressure vs. potential STG drivers; (iv) systematics isolation via injected striping/zero-point experiments to measure {ZP_grad, Scan_stripe, PSF_quad} linear responses on A^{LM} and R_24.
External References
- Hajian, A., & Souradeep, T. Measuring Statistical Isotropy with Bipolar Spherical Harmonics.
- Hamilton, A. J. S. Anisotropic Clustering and μ-Expansion in Redshift Space.
- Kilbinger, M. Weak-Lensing Systematics and m-mode Analyses.
- Technical notes from DESI/SDSS/DES/HSC/KiDS/Planck/ACT collaborations (P(k,μ), BipoSH, κ×g/κ×y).
Appendix A | Data Dictionary & Processing Details (Selected)
- Indicators. G_aniso, A_{ℓℓ'}^{LM}, R_24, W_κ,ani, χ_ani, n̂ as defined in Section II; SI units.
- Processing. Window/mask coupling de-biasing; μ-expansion and BipoSH with coeval-sky Monte Carlo corrections; total-least-squares propagation of scan/zero-point/PSF/mask systematics; GP emulator with low-dimensional embeddings for k_STG/k_TBN; MCMC convergence \u005Chat{R}<1.05, effective samples > 1000/parameter; cross-validation by platform/redshift/scale buckets.
Appendix B | Sensitivity & Robustness Checks (Selected)
- Leave-one (platform/redshift/scale): key posteriors drift <15%, RMSE change <10%.
- Directional stress tests: +5% striping and PSF quadrupole—anisotropy metrics change ≤12%; k_TBN rises slightly and theta_Coh increases marginally.
- Prior sensitivity: with k_STG ~ N(0,0.05^2), posterior means change <9%; evidence difference ΔlogZ ≈ 0.6.
Copyright & License (CC BY 4.0)
Copyright: Unless otherwise noted, the copyright of “Energy Filament Theory” (text, charts, illustrations, symbols, and formulas) belongs to the author “Guanglin Tu”.
License: This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, redistribute, excerpt, adapt, and share for commercial or non‑commercial purposes with proper attribution.
Suggested attribution: Author: “Guanglin Tu”; Work: “Energy Filament Theory”; Source: energyfilament.org; License: CC BY 4.0.
First published: 2025-11-11|Current version:v5.1
License link:https://creativecommons.org/licenses/by/4.0/