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Chapter 5 — Sampling Plan & Synchronization


I. Purpose & Scope


II. Prerequisites & Inputs


III. Procedure

  1. Generate the sampling plan
    • Set f_s, t_exp (exposure/dwell), cadence; satisfy Nyquist: f_s ≥ 2 f_max.
    • Path step constraint: Δell ≤ ( c_ref / f_s ) / max(n_eff); phase sampling bound: Δt ≤ λ_ref / ( 2 c_ref ).
  2. Stratification & balance
    Stratify by batch/device/sky-region; enforce per-stratum minimum size and balance (e.g., positive/negative, bright/dim fields).
  3. Sync lock & monitoring
    • Prefer GNSS 1PPS lock; record δt_abs, Δτ_ch, σ_y(τ); on loss, auto-fallback PTP → NTP.
    • Heartbeat: log clock_state and threshold decisions every Δt_beat.
  4. Adaptive coherence (optional)
    Adjust T_coh/L_coh/B_coh using |∇ n_eff|, SNR, and σ_y; segment the path if needed.
  5. Data writes & audit
    Log sampling to audit.jsonl (timestamps, random seeds, fallback events, input hashes); lock see[]/references[]/version in manifest.yaml.

IV. Quality Gates & Stop Criteria


V. Outputs & Exports


VI. Citations & Versioning


VII. Checklist


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/