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Chapter 9 — Signal Chain & Observation Conventions (PLL / CFO / Spectral-Line Fitting)


One-sentence goal: Convert carrier/line observations into an engineering-ready z_meas(t) with quantified uncertainty; unify the three observation conventions—PLL tracking, CFO estimation, and spectral-line fitting; and pair the published results with T_arr^{form1/form2} and z_path, with explicit cross-checks and manifests.


I. Scope & Objects

  1. Inputs
    • Observation stream: complex baseband y(t)=A(t)e^{jφ(t)}+n(t) (coherent I/Q), or amplitude spectrum S_y(f) (non-coherent / line spectra); sampling rate Fs, observation window W=[t_0,t_1].
    • Nominal frequency & reference: f_nom or f_emit, reference oscillator offset / skew / J and calibration coefficients (recorded in RefCond).
    • Link priors: z_pred(t) or components z_kin / z_grav / z_med / z_cos (from Chapters 3–6), plus path and two-form arrival-time information (Chs. 2/7/8).
  2. Outputs
    • Observation convention: a z_meas(t) series (from one of PLL / CFO / line-fit, or their fusion), windowed statistics, and uncertainty u/U;
    • Companion mapping: consistent phase↔group mapping z_φ ↔ z_g (Ch. 7), and the paired T_arr^{form1/form2};
    • Manifest: manifest.redshift.obs.* with contract outcomes.
  3. Boundary
    Default AWGN and narrowband engineering assumptions; when strong nonlinearity, strong dispersion, or significant multipath are present, use the extensions and strategy cards in Chapters 6 / 12.

II. Terms & Variables


III. Postulates P65-9x


IV. Minimal Equations S65-9x

  1. PLL observation (phase convention)
  1. CFO / period estimation (phase convention)
  1. Spectral-line fitting (phase or group, per model)
  1. Observation → group-convention mapping (weak dispersion, narrowband)
  1. Arrival-time pairing
  1. Fusion (optional)

V. Metrology Pipeline M65-9 (Ready → Estimate → Verify → Persist)

  1. Ready: lock f_emit/f_nom and RefCond (oscillator/calibration, SNR gates, window function and T_obs); load z_pred and T_arr^{form1/form2}.
  2. Estimate:
    • Choose a convention (PLL / CFO / LINE) to obtain z_i(t) and u_i(t);
    • Map phase→group if needed to get z_meas and u(z_meas);
    • Compute t̂_cont and ΔT_obs.
  3. Verify:
    • check_dim(z) = 1; delta_form ≤ tol_Tarr;
    • Analyze resid_z = z_meas - z_pred with windowed quantiles;
    • Check SNR/CRLB sufficiency; persist leakage/window/offset residuals.
  4. Persist:

manifest.redshift.obs = { method∈{ PLL, CFO, LINE, FUSED },

window:{ T_obs, win, window_fn },

refs:{ f_emit, f_nom, osc.hash },

z_meas, u/U, z_pred, resid_z,

mapping:{ φ↔g, ΔT_map, u(ΔT_map) },

Tarr:{ form1, form2, delta_form, ΔT_obs },

RefCond, contracts.*, signature }


VI. Contracts & Assertions C65-9x (suggested thresholds)


VII. Implementation Bindings I65-9* (interfaces, I/O, invariants)


VIII. Cross-References


IX. Quality & Risk Control


Summary


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/