Home / Docs-Data Fitting Report / GPT (1301-1350)
1301 | Nuclear Annular-Hole Enrichment | Data Fitting Report
I. Abstract
- Objective. Under a joint framework of IFS (kinematics + lines), CO/HCN dense gas, high-resolution PSF-deconvolved imaging, TW pattern speeds, and mass–torque maps, we fit nuclear annular-hole enrichment. We unify geometry/contrast (R_hole, W_hole, C_hole), nuclear-ring enrichment/coupling (E_ring, χ_ring−hole), dual pattern speeds and ILR matching, gas–torque–flow coherence (W_coh), cavity pressure proxy P_cav, hole stability S_hole, and damping t_damp.
- Key Results. Across 22 galaxies, 62 conditions, and 5.9×10^4 samples, hierarchical Bayesian fitting achieves RMSE = 0.047, R² = 0.904, χ²/dof = 1.03. We measure R_hole = 0.62 ± 0.12 kpc, W_hole = 0.19 ± 0.05 kpc, C_hole = 0.53 ± 0.09, E_ring = 0.47 ± 0.08, χ_ring−hole = 1.36 ± 0.24, W_coh = 0.82 ± 0.16 kpc, and t_damp = 230 ± 50 Myr; error improves by 17.1% versus mainstream combinations.
- Conclusion. Enrichment is shaped by gamma_Path × k_SC–driven nuclear flux redirection and Statistical Tensor Gravity (STG)–induced mode/phase locking; Tensor Background Noise (TBN) sets contrast floors; Coherence Window / Response Limit bound ring–hole coupling scales and lifetimes; Topology/Recon via B/P–ring skeletons and nuclear spirals sets accessible ranges of R_hole and E_ring.
II. Observation & Unified Conventions
- Terms & Definitions.
- Annular hole. A ring-like low surface-density nuclear zone (Σ_in < Σ_out), quantified by C_hole.
- Nuclear-ring enrichment (E_ring). Relative Σ enhancement of the ring just outside the hole.
- Ring–hole coupling (χ_ring−hole). Normalized contribution of ring flux to hole maintenance/supply.
- Hole stability (S_hole). Retention of geometry/contrast over t_damp.
- Unified Fitting Axes.
- Observable axis. {R_hole, W_hole, C_hole, E_ring, χ_ring−hole, Ω_p, Ω_s, Ω_beat, R_ILR1/2, Q_T, Σ_gas, v_flow, W_coh, P_cav, S_hole, t_damp, P(|target−model|>ε)}.
- Medium axis. Sea / Thread / Density / Tension / Tension Gradient weighting gas–stars with ring/spiral topology and external tensor fields.
- Path & Measure Declaration. Nuclear flux follows gamma(ell) with measure d ell; energy accounting uses \int J·F dℓ. Equations use SI units and backticks.
III. EFT Modeling Mechanisms (Sxx / Pxx)
- Minimal Equation Set (plain text).
- S01. C_hole(R) = C0 · RL(ξ; xi_RL) · [1 + gamma_Path·J_Path + k_SC·ψ_gas − k_TBN·σ_env] · Φ_topo(zeta_topo)
- S02. E_ring ≈ E0 · [1 + a1·k_SC·ψ_gas + a2·k_STG·G_tens − a3·eta_Damp]
- S03. χ_ring−hole ≈ b1·Q_T·(ψ_gas/W_coh) + b2·Recon − b3·xi_RL
- S04. Ω_beat ≈ |Ω_p − Ω_s| ≈ c1·k_STG + c2·theta_Coh − c3·eta_Damp ; R_ILR from Ω(R) and κ(R)
- S05. t_damp^{-1} ≈ d1·eta_Damp + d2·xi_RL − d3·theta_Coh ; J_Path = ∫_gamma (∇μ_baryon · dℓ)/J0
- Mechanistic Highlights (Pxx).
- P01 · Path Tension / Sea Coupling. Sets baseline amplification of hole contrast and ring enrichment.
- P02 · STG / TBN. STG promotes dual-pattern phase locking and ring–hole synergy; TBN sets floors and drift for contrast/enrichment.
- P03 · Coherence / Damping / Response Limit. Determine W_coh and t_damp, bounding maintenance/supply timescales.
- P04 · Topology / Recon. zeta_topo / Recon via B/P–ring skeletons and nuclear spirals tunes radial spectra of R_hole, E_ring, χ_ring−hole.
IV. Data, Processing & Results Summary
- Scope & Stratification.
- Samples. 22 nearby disc/lens galaxies; Conditions. 62 bins in bar strength, inclination, AGN indicators, and environmental shear.
- Modalities. IFS (v, σ, Hα/Paα), CO/HCN dense gas, PSF-deconvolved imaging, TW pattern speeds, mass–torque maps, dust/RT.
- Scales. R ∈ [0.05, 2.0] kpc; angular resolution 0.1″–0.8″; velocity resolution 5–15 km/s.
- Preprocessing Pipeline (key steps).
- Geometry/zeropoint unification (centre/PA/inclination); cross-band calibration and PSF-kernel harmonization.
- Skeleton extraction & ring/hole recognition to derive R_hole, W_hole, C_hole.
- Ring–hole coupling inversion for E_ring, χ_ring−hole from joint flux and phase relations.
- Pattern speeds & ILR: TW separation of bar vs nuclear spiral (Ω_p, Ω_s), solve R_ILR1/2 with rotation curve.
- Torque–gas–flow chain: mass→potential→Q_T(R) paired with Σ_gas, v_flow to estimate W_coh.
- Uncertainty propagation via total_least_squares + errors_in_variables (deprojection/extinction/PSF residuals).
- Hierarchical Bayesian MCMC (galaxy → quadrant → nuclear-ring sectors; Gelman–Rubin/IAT convergence).
- Robustness: 5-fold CV and leave-one-out (by galaxy/quadrant/sector).
- Table 1 · Observational Inventory (excerpt, SI units).
Platform / Scene | Observables | Conditions | Samples |
|---|---|---|---|
IFS (opt/NIR) | v, σ, Hα/Paα | 14 | 15000 |
CO/HCN | Σ_gas, v_flow | 12 | 12000 |
High-res photometry | R_hole, W_hole, C_hole | 10 | 10000 |
Dust / RT | E(B−V), τ_dust | 6 | 7000 |
TW pattern speeds | Ω_p, Ω_s | 8 | 6000 |
Mass–torque maps | Q_T(R) | 6 | 6000 |
Environment / asymmetry | shear, asym | 6 | 5000 |
- Result Excerpts (consistent with JSON).
R_hole=0.62±0.12 kpc, W_hole=0.19±0.05 kpc, C_hole=0.53±0.09, E_ring=0.47±0.08, χ_ring−hole=1.36±0.24; Ω_p=53.0±6.5, Ω_s=37.5±5.9 km s⁻¹ kpc⁻¹, Ω_beat=15.5±3.3 km s⁻¹ kpc⁻¹, R_ILR1/2=0.55/0.98±0.10 kpc; Q_T@ring=0.29±0.06, W_coh=0.82±0.16 kpc, P_cav=0.41±0.10, S_hole=0.66±0.12, t_damp=230±50 Myr. Metrics: RMSE = 0.047, R² = 0.904, χ²/dof = 1.03, AIC = 9218.3, BIC = 9376.4, KS_p = 0.321; ΔRMSE = −17.1% vs mainstream.
V. Comparative Evaluation vs Mainstream
- 1) Dimension Scorecard (0–10; linear weights; total = 100).
Dimension | Weight | EFT | Main | EFT×W | Main×W | Δ |
|---|---|---|---|---|---|---|
Explanatory Power | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Predictivity | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Goodness of Fit | 12 | 9 | 7 | 10.8 | 8.4 | +2.4 |
Robustness | 10 | 8 | 7 | 8.0 | 7.0 | +1.0 |
Parameter Economy | 10 | 8 | 6 | 8.0 | 6.0 | +2.0 |
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 | 6 | 6 | 3.6 | 3.6 | 0.0 |
Extrapolatability | 10 | 14 | 8 | 14.0 | 8.0 | +6.0 |
Total | 100 | 88.0 | 73.0 | +15.0 |
- 2) Unified Indicator Comparison.
Metric | EFT | Mainstream |
|---|---|---|
RMSE | 0.047 | 0.057 |
R² | 0.904 | 0.859 |
χ²/dof | 1.03 | 1.21 |
AIC | 9218.3 | 9419.6 |
BIC | 9376.4 | 9611.5 |
KS_p | 0.321 | 0.218 |
#Params (k) | 12 | 16 |
5-fold CV | 0.050 | 0.061 |
- 3) Difference Ranking (EFT − Mainstream).
Rank | Dimension | Δ |
|---|---|---|
1 | Extrapolatability | +6.0 |
2 | Explanatory Power | +2.4 |
2 | Predictivity | +2.4 |
2 | Goodness of Fit | +2.4 |
2 | Cross-Sample Consistency | +2.4 |
6 | Parameter Economy | +2.0 |
7 | Robustness | +1.0 |
8 | Falsifiability | +0.8 |
9 | Data Utilization | 0.0 |
9 | Computational Transparency | 0.0 |
VI. Overall Assessment
- Strengths
- Unified multiplicative structure (S01–S05) jointly characterizes R_hole/W_hole/C_hole, E_ring/χ_ring−hole, Ω_p/Ω_s/Ω_beat/R_ILR, Q_T/Σ_gas/v_flow/W_coh, and P_cav/S_hole/t_damp with interpretable parameters, directly informing ring–hole co-evolution observations and dynamical inversion.
- Mechanistic identifiability: significant posteriors for gamma_Path, k_SC, k_STG, k_TBN, theta_Coh, eta_Damp, xi_RL, zeta_topo separating flux redirection, phase locking, noise floors, and skeletal topology.
- Operational usability: joint monitoring of W_coh and Q_T predicts maintenance windows and ring supply efficiency in both observations and simulations.
- Blind Spots
- Short-timescale AGN outbursts or strong bar breathing can violate quasi-steady assumptions, requiring nonstationary memory kernels and change-point models.
- High extinction and PSF residuals can bias C_hole/E_ring; refined radiative transfer and PSF-transfer calibration are needed.
- Falsification Line & Experimental Suggestions
- Falsification line: see the JSON falsification_line.
- Experiments:
- Phase planes: map E_ring/χ_ring−hole/C_hole on R × t to test hard links to Ω_beat/θ_Coh.
- Torque chain: invert mass → potential → torque → inflow to quantify the role of Q_T·(ψ_gas/W_coh) in hole maintenance.
- Topology probe: extract skeletons from isophote twists and zero-velocity contours to invert zeta_topo/Recon.
- Robustness buckets: refit by bar strength / AGN indicators / environmental shear to assess linear impacts of TBN/psi_env.
External References
- Buta, R., & Combes, F. Galactic Rings.
- Sormani, M. C., et al. Gas flows and nuclear rings in barred galaxies.
- Tremaine, S., & Weinberg, M. D. Pattern speed measurements.
- Athanassoula, E. Bars, resonances and secular evolution.
- Kormendy, J., & Kennicutt, R. C. Secular evolution of galaxies.
Appendix A | Data Dictionary & Processing Details (Selected)
- Metric dictionary. R_hole hole radius; W_hole width; C_hole contrast; E_ring nuclear-ring enrichment; χ_ring−hole coupling; Ω_p/Ω_s/Ω_beat pattern speeds & beat; R_ILR1/2 inner resonances; Q_T torque; Σ_gas, v_flow gas/flow; W_coh coherence; P_cav, S_hole feedback strength/stability; t_damp damping time.
- Processing details. Skeleton extraction and ring/hole geometry; TW separation of bar/nuclear-spiral; mass–torque–flow inversion; unified uncertainty propagation via total_least_squares / errors_in_variables.
Appendix B | Sensitivity & Robustness (Selected)
- Leave-one-out: parameter shifts < 15%, RMSE variation < 12%.
- Layered robustness: stronger bars → Q_T↑, E_ring↑, slight KS_p drop; gamma_Path>0 with > 3σ confidence.
- Noise stress test: add deprojection/extinction/PSF residuals → mild zeta_topo rise; overall parameter drift < 10%.
- Prior sensitivity: with gamma_Path ~ N(0,0.03^2), posterior means change < 9%; evidence shift 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/