
Wellbore Genius
Performance modeling
Lab PMMA + cement — coupled HF simulator verification
Laboratory (Aachen / partner labs) · Deb 2021 · RMRE · 10.1007/s00603-021-02425-y
First author: Deb, P.
DOI: 10.1007/s00603-021-02425-y
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.
| Series | n | RMSE | MAE | Bias | MAPE % |
|---|---|---|---|---|---|
| Wellbore P (lab) | 12 | 132370.93 | 131176.74 | 131176.74 | 39.14 |
Composite 24/100 — below fit threshold.
- 01Gate identified — PKN net pressure
Dispatcher routed entry "deb-2021-pkn-lab-verification" to the pkn-netpressure forward evaluator.
- 02Reference inputs check
All required `referenceInputs` (and `extra` knobs, if any) resolved.
- 03Measured series check
1 series, 12 samples evaluated.
- 04Fit — Wellbore P (lab)
RMSE > 30 % of series mean — model misses measured curve.
n: 12RMSE: 1.32e+5MAE: 1.31e+5bias: 1.31e+5MAPE: 39.1 %maxAbs: 1.53e+5
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.
| Factor | Spearman ρ | Score swing | Sign flip? |
|---|---|---|---|
| Rate q [bpm/wing] | 1.000 | 6.00 | flip |
| Plane-strain E' [psi] | 1.000 | 22.00 | flip |
| Viscosity μ [cP] | 1.000 | 6.00 | flip |
| Height h [ft] | -1.000 | 46.00 | flip |
| Reservoir p_init [psi] | 0.000 | 0.00 | — |
±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.