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Chapter 15 — Data & Reproducibility (DataSpec / Methods.Repro)


I. Chapter Objectives & Structure

  1. Objective: Define this volume’s data contract, data/pipeline cards, and audit-trail exports; lock environments and equivalence tests so that S20-HF / S30-HF / S50-HF / I30-HF / I40-HF / M10-HF / M20-HF / Chapter 7 are reproducible, auditable, and releasable under a unified data dialect.
  2. Structure: Data contract → Fields & templates → Pipeline card & env-lock → Repro workflow → Audit trail & release → Falsifiability → Compliance templates → Cross-chapter closure.
  3. Shared time-of-arrival dialect (equivalent; explicit path/measure; record delta_form):
    • Constant-factored: T_arr = ( 1 / c_ref ) * ( ∫ n_eff d ell )
    • General: T_arr = ( ∫ ( n_eff / c_ref ) d ell )

II. Data Contract (HighSpeed increments)


III. Dataset Card (v1.0, HF fields)

Field

Req.

Notes

dataset_id

Unique ID

version

semver

source

measurement / simulation / 3D-EM

instruments

VNA/TDR/probe models, calibration

deemb

Method/version/artifact/baseline_id

sync

Timebase scheme/dt_sync_s

binding_ref

layout ↔ gamma(ell) binding ID

arrival

form/gamma/measure/c_ref/Tarr/u_Tarr/delta_form

Znorm(omega)

Port normalization impedance (array vs ω allowed)

S(omega)

Multiport S-parameters (file or array)

T_mm/Z0_mm

Mixed-mode matrix & norm impedances

Z_eft/argZ

Tension-landscape impedance & phase

Z_c(omega)

Characteristic impedance (line/mode)

HF_KPI

T_group_s[] / E_phase / GDR / ΔW

alpha_per_m/beta_per_m

Amplitude/phase dispersion (optional)

ΔZ_rad(omega)

Positive-real radiation correction (if enabled; Re ≥ 0)

qa_gates

Results for check_dim/passivity/KK

hashes/created_at/toolchain

✓/—/—

Integrity & traceability

Minimal template (copy-ready)

dataset_card:

dataset_id: "EDXHS-001"

version: "1.0.0"

source: "measurement"

instruments:

- {type:"VNA", model:"—", cal:"2025-08-01", range:"10 MHz–40 GHz"}

deemb: {method:"TRL", version:"1.2", artifact:"/artifacts/deemb.json", baseline_id:"BLSN-EDX-001"}

sync: {ref:"10MHz", scheme:"shared_ref+trigger", dt_sync_s: 2.0e-12}

binding_ref: "LAY2PATH-HF-0001"

arrival:

form: "n_over_c" # or "one_over_c_times_n"

gamma: "explicit"

measure: "d_ell"

c_ref: 299792458.0

Tarr_s: 1.234e-09

u_Tarr_s: 6.0e-12

delta_form: "n_over_c"

Znorm_ohm: [50.0, 50.0]

sparams: "/artifacts/S.s2p"

mixed_mode:

enabled: true

T_mm: "/cfg/T_mm.yaml"

Z0_mm_ohm: [100.0, 25.0]

Z_eft: {real:[...], imag:[...]}

argZ: [ ... ]

Zc_ohm: [ ... ]

HF_KPI:

T_group_s: [ ... ]

E_phase_rad: 0.043

GDR_s: 1.8e-10

ΔW: 0.17

dispersion:

alpha_per_m: [ ... ] # optional

beta_per_m: [ ... ] # optional

radiation:

enabled: true

deltaZ_rad: {Re_ohm:[...], Im_ohm:[...]} # Re ≥ 0

Re_Zrad_min: 0.0

qa_gates: {check_dim:"pass", passivity:"pass", KK:"pass"}

hashes:

files:

- {path:"/artifacts/S.s2p", sha256:"..."}

- {path:"/artifacts/deemb.json", sha256:"..."}

created_at: "2025-09-16T10:00:00Z"

toolchain: {simstack_hf:"1.0.0", kernels:"0.9.3"}


IV. Pipeline Card (v1.0) & Environment Lock (v1.0)

pipeline_card:

pipeline_id: "EDXHS-PIPE-001"

version: "1.0.0"

steps:

- {id:"ingest", cmd:"load_sparams --input /artifacts/S.s2p"}

- {id:"align", cmd:"map_ports --binding LAY2PATH-HF-0001"}

- {id:"deembed", cmd:"deembed --fixture /artifacts/deemb.json --baseline BLSN-EDX-001"}

- {id:"renorm", cmd:"renorm --znorm Znorm.yaml"}

- {id:"s2z", cmd:"map_S_to_Z --mode mixed --Tmm /cfg/T_mm.yaml"}

- {id:"sync_corr", cmd:"phase_corr --dt_sync_s 2.0e-12"}

- {id:"path_correct", cmd:"pathfix --binding LAY2PATH-HF-0001"}

- {id:"kpi_eval", cmd:"kpi --omega ω1,ω2 --kpi_gates gates.yaml"}

- {id:"rad_eval", cmd:"rad --enable --zref Z_base.npy"}

- {id:"export", cmd:"export_cards --out /release"}

env_lock:

os: {name:"Ubuntu", version:"22.04"}

interpreter: {name:"Python", version:"3.11.6"}

packages:

- {name:"numpy", version:"1.26.4", hash:"sha256:..."}

- {name:"scipy", version:"1.13.1", hash:"sha256:..."}

- {name:"pandas", version:"2.2.2", hash:"sha256:..."}

container: {image:"registry/edxhs:1.0.0", digest:"sha256:..."}

hardware: {cpu:"x86_64", gpu:"none", ram_GB:32}

seeds: {global: 20250916}


V. Reproducibility Workflow (Methods.Repro, execution dialect)


VI. Audit Trail & Release

audit_manifest:

run_id: "RUN-2025-09-16-001"

toolchain: {simstack_hf:"1.0.0", kernels:"0.9.3"}

diffs: {params_changed:["Ks_tau"], reason:"tuning within prior"}

seeds: {global: 20250916}

qa:

check_dim: "pass"

passivity: "pass"

KK: "pass"

logs: "/logs/run_001.txt"

release_manifest:

normative_refs: ["EFT.WP.Core.DataSpec v1.0","Methods.Repro v1.0"]

artifacts:

- "/release/dataset_card.yaml"

- "/release/pipeline_card.yaml"

- "/release/env_lock.yaml"

- ["/release/audit_manifest.yaml", "/release/qa_report.json"]

hashes:

dataset_card: "sha256:..."

pipeline_card: "sha256:..."

env_lock: "sha256:..."

audit: "sha256:..."


VII. Falsifiability (Repro-specific)

  1. R-HF-1 (Two-dialect agreement): for the same gamma(ell)/n_eff, T_arr(n_over_c) vs T_arr(one_over_c_times_n) differ beyond u(T_arr).
  2. R-HF-2 (Positive-real/causality failure): reproduced Re{Z_eft} < 0 or KK_consistency fails.
  3. R-HF-3 (Equivalence failure):
    • ε_Z = max_ω |Z_eft^{rep} − Z_eft^{pub}| / |Z_eft^{pub}| > ε_Z_gate
    • ε_φ = max_ω |arg Z^{rep} − arg Z^{pub}| > ε_φ_gate
    • ε_Tg = max_ω |T_group^{rep} − T_group^{pub}| > ε_Tg_gate
    • ε_W = max_ω Σ_{p,m} |w_{p,m}^{rep} − w_{p,m}^{pub}| > ε_W_gate
    • (optional) ε_Zc = max_ω |Z_c^{rep} − Z_c^{pub}| > ε_Zc_gate
  4. R-HF-4 (Env not reproducible): env_lock cannot be rebuilt or fingerprints mismatch.
  5. R-HF-5 (Audit trail missing): missing hashes or incomplete logs.

VIII. Compliance Bundle (copy-ready)

Equivalence & consistency checks (pseudocode)

# 1) Two-dialect T_arr

T1 = (1/c_ref) * sum(n_eff[i]*Δell[i]) # n_over_c

T2 = sum((n_eff[i]/c_ref) * Δell[i]) # one_over_c_times_n

assert abs(T1 - T2) <= u_Tarr

# 2) KPIs & propagation consistency

phi = unwrap(argZ - ω*Δt_sync)

T_group = grad(phi, ω)

assert max_abs(T_group - L*grad(beta, ω)) <= u_Tg # if beta available

# 3) Positive-real & K–K quick gates

assert min(Re(Z_eft)) >= 0.0 and KK_consistency(Z_eft)

# 4) Equivalence thresholds

eps_Z = max_abs(Z_eft_rep - Z_eft_pub) / max_abs(Z_eft_pub)

eps_phi= max_abs(phi_rep - phi_pub)

eps_Tg = max_abs(Tg_rep - Tg_pub)

eps_W = max_over_ω(sum_abs(w_rep - w_pub))

eps_Zc = max_abs(Zc_rep - Zc_pub)

assert eps_Z<=ε_Z_gate and eps_phi<=ε_φ_gate and eps_Tg<=ε_Tg_gate and eps_W<=ε_W_gate and eps_Zc<=ε_Zc_gate

Suggested gates (to be specialized in dataset cards)

equivalence_gates:

eps_Z_gate: 0.03

eps_phi_gate: 0.05 # rad

eps_Tg_gate: 0.10e-9 # s

eps_W_gate: 0.10

eps_Zc_gate: 2.0 # ohm


IX. Cross-Chapter Links & Closure


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/