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Chapter 10 — Experimental Design & Falsification (M20-*)
I. Chapter Objectives & Structure
- Objective: Establish positive/negative criteria and power analysis that distinguish EDX.Current from classical frameworks; provide reproducible protocols and publication gates so that S20-* / S40-* / S50-* / I30-* / M10-* / Chapter 8 close the loop under one metrological and recording dialect.
- Structure: M20-1 Criteria & sample size → M20-2 Observation geometry/path design → M20-3 Data cleaning & blinding → Reference experiments & workflow → Failure modes & troubleshooting → Compliance templates → Correspondence & degeneracy → Cross-chapter pointers & summary.
- Shared dialect (time-of-arrival; path/measure explicit; record delta_form):
- Constant-factored: T_arr = ( 1 / c_ref ) * ( ∫ n_eff d ell )
- General: T_arr = ( ∫ ( n_eff / c_ref ) d ell )
II. Test Matrix & Controls (Overview)
- Primary endpoints: slope and translation of arg Z(omega), smooth renormalization of |Z(omega)|, measurable changes in T_arr and ΔT_arr, and controllable drift of kernel weights w_p.
- Experiment types:
- Path-switching tests (alter layout → gamma(ell) via geometry/return/guards)
- Medium-perturbation tests (small perturbations of n_eff via temperature/stress/bias)
- Interface-binding tests (modify boundary treatments and I30-* binding parameters)
- Controls: Classical RLC/telegrapher/effective-medium Z_ref(omega); EFT prediction Z_eft(omega)=Z_ref+ΔZ_T realized via S40-* / S50-*.
M20-1 Criteria & Sample Size (Criteria & Power)
A. Criteria (positive/negative)
- P1 Linear phase-translation criterion (path switching): Within the coherence window, Δarg Z(omega) is linear in omega with slope k_φ satisfying
k_φ ≈ ΔT_arr, and linear fit quality R^2 ≥ 0.98 with residuals |ε(omega)| ≤ 3·u(arg Z). Positive: all gates pass. Negative: any gate fails. - P2 Smooth renormalization criterion (medium perturbation): Under slow sweeps of temperature/stress, |Z| and arg Z vary smoothly with T_arr(n_eff) and show no non-causal spikes or negative real parts. Positive: passivity and K–K hold. Negative: any violation.
- P3 Weight-response criterion (binding/boundary): Guard/ground adjustments that raise/lower target w_p produce arg Z shifts consistent with Σ_p (Δw_p · T_arr,p) (within u(T_arr)). Positive: consistent. Negative: significant deviation.
- P4 Kernel-causality criterion (spectral form): Inverted kernels K_s(ω), K_t(ω) have no right-half-plane poles and Re{Z_eft} ≥ 0. Positive: pass. Negative: fail.
B. Effect Sizes & Sample Size
- Primary effects: δ_T = |ΔT_arr|, δ_φ = |Δ(arg Z)/Δω|, δ_Z = ||Z_eft|-|Z_ref|| / |Z_ref|.
- Power analysis (indicative): For slope testing with target power 1-β, significance α, phase-noise SD σ_φ, number of frequency points N_ω, bandwidth B_ω:
N ≳ ((z_{1-α/2}+z_{1-β}) · σ_φ / (δ_φ · √S_ω))^2, where S_ω is the variance scale of frequency samples (set by B_ω and sampling). - Suggested gates: engineering validation 1-β ≥ 0.8, α ≤ 0.05; benchmark release 1-β ≥ 0.9, α ≤ 0.01.
- Blocking & repeats: per configuration R ≥ 5 repeats; ≥2 cross-day repeats to separate u_env and u_sync.
M20-2 Observation Geometry & Path Design (Geometry & Paths)
A. Layout & Paths
- Build layout ↔ gamma(ell) via I30-2, define a main path γ_main and 1–2 controlled side paths γ_side, and record segment-level {material, geometry, neighbor boundary, n_eff}.
- Coherence-window selection: choose bands where arg Z is near-linear; narrow the band if needed to improve R^2 and power.
B. Control Knobs
- Path switching: routing topology, guard on/off, ground-return path.
- Medium perturbation: temperature T, stress/bias b, ensuring |Δn_eff| stays within the linear perturbation window.
- Boundary treatment: plating/crimp/contact; all changes recorded in BC.
C. Records & Gates
- Mandatory: arrival{form,gamma,measure,c_ref,Tarr,u_Tarr}, delta_form, anchors, deemb, sync; pass check_dim and passivity gates.
M20-3 Data Cleaning & Blinding (Cleaning & Blinding)
A. Pre-registration & Freeze
- Before measurement, freeze: frequency grid, bandwidth, fit method, criterion gates, baseline_id, delta_form, binding_ref.
- Blinding: shuffle labels for path configurations/temperature; do not reveal true labels before analysis.
B. Cleaning Workflow
- De-embedding/sync correction: apply_deemb, time_align; path correction: path_correct.
- QA gates: Re{Z} ≥ 0, K–K consistency, check_dim = pass; failing data are flagged diagnostic-only.
- Outliers & exclusion: detect via pre-registered rules (e.g., 3·MAD); post hoc tuning is prohibited.
III. Reference Experiments & Executable Workflow (Reproducible)
A. Path-Switching Test (validates P1/P3)
- Fabricate two equal-length layouts differing only in guards/return to realize {γ_A, γ_B}; calibrate n_eff.
- Measure Z_A(ω), Z_B(ω); compute Δarg Z = arg Z_B - arg Z_A.
- Fit Δarg Z = k_φ · ω + b; test k_φ against ΔT_arr = T_arr,B - T_arr,A; report R^2 and residuals.
- Decision: pass → positive; else negative, with deviation vector (amplitude/phase/frequency dependence).
B. Medium-Perturbation Test (validates P2)
- Fix γ_main; sweep temperature or bias; record Z(ω;T) and T_arr(T).
- Check smooth renormalization of |Z| and arg Z with passivity/K–K; fit a monotone curve for T_arr(T) and report u(T_arr).
- Decision: any non-causal spike or negative real part → negative.
C. Interface-Binding Test (validates P3/P4)
- Change contact/plating/crimp; record changes in BC; keep binding_ref unchanged.
- Invert K_s,K_t; test causality/stability; compare w_p changes with Δarg Z.
- Decision: non-causal kernels or weight–phase mismatch → negative.
IV. Failure Modes & Troubleshooting
- Out-of-window coherence: spurious oscillations from using coherent sums beyond the window → restrict to the window or switch to energy composition.
- Sync mismatch: uncompensated Δt_sync → run time_align and recheck standards.
- Unlogged path leakage: missing minor branches → update binding_ref and {γ_p}, re-estimate w_p.
- De-embedding error: fixture model mismatch → cross-check TRL/SSL and recalibrate.
- Overfit kernels: spurious right-half-plane poles → band-limit/smooth priors on K_s/K_t.
V. Compliance Template (copy-ready)
protocol:
prereg:
baseline_id: "BLSN-EDX-001"
delta_form: "n_over_c"
binding_ref: "LAY2PATH-xxxx"
criteria: ["P1","P2","P3","P4"]
alpha: 0.05
power: 0.8
configs:
- id: "path_A"
layout: "A"
- id: "path_B"
layout: "B"
acquisition:
freq_span_GHz: [f_min, f_max]
points: N_ω
repeats: 5
alignment:
deemb: {method:"TRL", version:"1.2"}
sync: {dt_sync_s: 2.0e-12}
arrival_record:
form: "n_over_c"
gamma: "explicit"
measure: "d_ell"
qa_gates: ["check_dim","passivity(Re{Z}≥0)","KK_consistency"]
analysis:
tests:
- P1: "linfit(ΔargZ vs ω) → k_φ ≈ ΔT_arr ; R2≥0.98 ; |ε|≤3·u(argZ)"
- P2: "smooth_renorm(|Z|, argZ) & passivity & K-K"
- P3: "Δw_p ↔ ΔargZ slope consistency"
- P4: "no RHP poles in K_s/K_t"
VI. Correspondence & Degeneracy to Classical Framework
With n_eff → constant, a single path w_p=1, and Δt_sync → 0: ΔZ_T → 0, Z_eft → Z_ref; the criteria reduce to conventional transmission-line/port de-embedding consistency checks.VII. Cross-Chapter Pointers & Summary
- Dependencies: M10-* (metrology chain), I30-* (binding/alignment), S20-5 (phase–delay), S40-* / S50-* (kernels & mapping).
- Delivery: Publications must include pre-registration, raw records, and alignment/de-embedding artifacts, with u(T_arr), u(arg Z), and gate outcomes.
- Summary: This chapter fixes experimental design, power analysis, and falsification lines as the M20-* execution dialect, ensuring that EDX.Current predictions are tested against classical models in a reproducible, quantifiable, and falsifiable manner.
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/