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Chapter 15 — Use Cases & Reference Implementations


One-Sentence Objective
Provide three representative, end-to-end metrology blueprints—(A) laboratory DC calibration bench, (B) RF phase-noise chain, and (C) field multi-instrument parallel acquisition—covering mode binding, metrology & time alignment, contracts & dashboards, auditing & publication.


I. Scope and Objects

  1. Covered use cases
    • Use Case A (Laboratory DC Calibration Bench): SMU + DMM + TempChamber for source-measure calibration of low-drift devices.
    • Use Case B (RF Phase-Noise Measurement Chain): Ref OCXO/Rb + SG + SA/SDR, focused on phase noise and Allan deviation.
    • Use Case C (Field Multi-Instrument Parallel Acquisition): DAQ + Environmental Station + Radiometer/Camera, emphasizing synchronization, back-pressure, and compliant publication.
  2. Common inputs
    Instrument & link metadata manifest.instrument.*; sync telemetry offset/skew/J; metrology telemetry U = k * u_c; runtime SLI.
  3. Outputs
    Cleaned dataset D_clean, metrology & time manifests, contract evaluation report, dashboard metrics, and a signed release package.

II. Terms and Variables


III. Postulates P715-*


IV. Minimal Equations S715-*


V. Use-Case Procedures M70-15

  1. Use Case A: Laboratory DC Calibration Bench (SMU + DMM + TempChamber)
    • Readiness
      • Run standardize_names, repair_units; verify unit(V/I/R) and dim(*).
      • align_timebase: lock tau_mono, record offset/skew/J and u(ts).
    • Operation
      • Step the source: V_src ∈ Grid; DMM multi-read N_avg with concurrent temperature control T_set; persist RefCond.
      • Assess linearity and noise: compute INL/DNL, SNR, ENOB.
    • Verification
      Enforce | V_meas - V_src | ≤ guardband; TUR ≥ TUR_min; ENOB ≥ ENOB_min; psi ≤ psi_tol.
    • Persistence
      Emit manifest.instrument.dc, sign, and freeze release.
  2. Use Case B: RF Phase-Noise Chain (Ref + SG + SA/SDR)
    • Readiness
      Master-clock election and PTP/SyncE alignment; offset/skew/J within spec; fix BW, RBW/VBW configurations.
    • Operation
      Capture I/Q; estimate S_phi(f) and L(f); compute sigma_y(tau) over windows.
    • Verification
      Validate reference leakage and ground-loop suppression; enforce floor and far-offset slope conventions for L(f); ensure sigma_y(tau) lies within target envelopes.
    • Persistence
      manifest.instrument.rf including RBW/VBW/BW, Ref, sigma_y_curve, U, and dashboard slices.
  3. Use Case C: Field Multi-Instrument Parallel Acquisition (DAQ + Env + Radiometer/Camera)
    • Readiness
      Configure channels and back-pressure chan/cap/q_len; set rho_target; pre-stage freeze_release policy.
    • Operation
      • Multi-stream capture and alignment: time_align_for_stats; record both arrival-time forms in parallel.
      • Distribution alignment and down-weighting: compute psi/W1; trigger balance_distribution or apply down-weight labels.
    • Verification
      sample_loss_rate ≤ tol_loss; ts_skew_p95 ≤ tol_skew; psi ≤ psi_tol.
    • Persistence
      manifest.instrument.field including queue, timebase, distribution, and environmental RefCond.

VI. Contracts & Assertions C70-15* (Examples)

  1. A-DC
    • timebase.ok: |offset| ≤ 1e-6 s, J_p95 ≤ 5e-7 s.
    • dc.metrology.ok: TUR ≥ 4, ENOB ≥ 18, |V_meas - V_src| ≤ 3 * U.
    • panel.ok: cmd_roundtrip_ms_p99 ≤ 50, rho < 0.85.
  2. B-RF
    • rf.noise.ok: L(1kHz) ≤ L_spec_1k, L(10kHz) ≤ L_spec_10k.
    • allan.ok: sigma_y(tau) within target upper/lower envelopes.
    • sync.ok: skew ≤ 1e-7, u(ts)_p95 ≤ 1e-6 s.
  3. C-Field
    • stream.ok: sample_loss_rate ≤ 1e-4, rho < 0.9.
    • drift.ok: psi ≤ 0.1 and W1 ≤ w1_tol.
    • arrival_forms.ok: delta_form ≤ tol_Tarr.

VII. Reference Bindings I70-15-*


VIII. Cross-References


IX. Quality Metrics & Risk Control

  1. Dashboard suggestions
    • DC: V_err_p95, ENOB, TUR, U_p95, temp_stability.
    • RF: L(1kHz/10kHz/100kHz), sigma_y(tau_grid), RBW/VBW, u(ts).
    • Field: ts_skew_p95, J_p95, sample_loss_rate, rho, psi/W1.
  2. Rollback strategies
    • warn: extend integration or reduce sampling;
    • minor: switch RBW/VBW or enable reference lock;
    • major: rate-limit and reconfigure;
    • critical: switch to redundant instruments, freeze publication, and trigger audit.

Summary
With three end-to-end blueprints, this chapter operationalizes P715-* / S715-* / M70-15 / C70-15* / I70-15-*. Readers can copy parameter templates and contracts to rapidly assemble auditable, traceable metrology pipelines that meet their SLOs.


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/