Wellbore Genius
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Wellbore Genius

Wellbore Genius

Performance modeling

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Lab PMMA + cement — coupled HF simulator verification

Laboratory (Aachen / partner labs) · Deb 2021 · RMRE · 10.1007/s00603-021-02425-y

Citation
Rock Mechanics and Rock Engineering
Springer
2021
DOI verified

First author: Deb, P.

DOI: 10.1007/s00603-021-02425-y

Auto-fetch & digitize
CSV export units

No digitized data cached yet. “Auto-fetch” asks the AI to read the open-access figure(s) and return (x, y) samples for each measured series. Review before saving as ground truth — model output may be noisy and should be cross-checked against the paper.

Blind-match rerun
24.0
Composite blind-fit score (0–100)
SeriesnRMSEMAEBiasMAPE %
Wellbore P (lab)12132370.93131176.74131176.7439.14
Physics-gate trace
FAIL

Composite 24/100 — below fit threshold.

  1. 01Gate identified — PKN net pressure

    Dispatcher routed entry "deb-2021-pkn-lab-verification" to the pkn-netpressure forward evaluator.

  2. 02Reference inputs check

    All required `referenceInputs` (and `extra` knobs, if any) resolved.

  3. 03Measured series check

    1 series, 12 samples evaluated.

  4. 04Fit — Wellbore P (lab)

    RMSE > 30 % of series mean — model misses measured curve.

    n: 12
    RMSE: 1.32e+5
    MAE: 1.31e+5
    bias: 1.31e+5
    MAPE: 39.1 %
    maxAbs: 1.53e+5
Saved runs (0) · shared bucket

No saved runs yet. Click Save run after a rerun to snapshot the score, per-series metrics, and current rerun inputs (unit overrides, preview values, preset). Snapshots are scoped to the active project.

Sensitivity (OFAT, Spearman ρ)
FactorSpearman ρScore swingSign flip?
Rate q [bpm/wing]1.0006.00
flip
Plane-strain E' [psi]1.00022.00
flip
Viscosity μ [cP]1.0006.00
flip
Height h [ft]-1.00046.00
flip
Reservoir p_init [psi]0.0000.00

±25% half-range, 7 samples per factor. Score = exp(-3.6 · rel-RMSE) × 100.

Forward-run only — no post-hoc tuning. Digitized series carry the listed reading error. DOI links to publisher; data reuse subject to publisher license.