Research / Experimental / Concept demonstrator
Experiment Fabric
Concept demonstrator
Conceptual demonstration — synthetic fixture results.
Configure an experiment
Deterministic local fixture
Selection updates the local evidence fixture immediately. No model is trained or executed.
Save and replay evidence
Export this record, then import it to restore the same selections and evidence. JSON only, up to 100 KB. Files are checked locally against the supported fixture; they are never uploaded.
Evidence Package / Synthetic fixture
P-101 decision replay
EXP-P101-BD-COMBINED-XGBOOST-WALKFORWARD
StatusSynthetic fixture
Conceptual demonstration — synthetic fixture results.
- Context snapshot
- P-101 + operating envelope
- Constraint check
- No control path
- Evidence
- Deterministic fixture
- Authority
- Human review required
| Metric | Synthetic fixture result |
|---|---|
| Detection Rate | 86 % |
| False Alarms | 0.9 alerts/month |
| Lead Time | 5 days |
| Inference Cost | 18 ms |
| Sensor Count | 11 sensors |
| Robustness | 80/100 |
| Explainability | 78/100 |
Authored teaching values, including the millisecond timings. These scores do not measure model performance or establish a preferred algorithm.
- Machine / failure mode
- P-101 / Bearing degradation
- Validation
- Walk Forward
- Simulator version
- SIM-P101-0.2.0
Complete experiment evidence
EXP-P101-BD-COMBINED-XGBOOST-WALKFORWARD
Conceptual demonstration — synthetic fixture results.
Hypothesis — not tested
Bearing-related features may reveal degradation before failure under held-out operating regimes.
- All seven metrics are authored teaching values, not measurements, fitted models, or benchmark results.
- Feature and algorithm adjustments prescribe the displayed scores; they cannot establish a winning model or feature set.
- Validation selections label illustrative scenarios; no dataset is split and no statistical validation is executed.
- The fixed seed 101 identifies this fixture family; no random sampling occurs. Tick 0 is a single snapshot, not elapsed plant time.
- Sensor counts and inference milliseconds are illustrative resource assumptions, not an executed feature pipeline or hardware timing.
Replay identity
- Behavior version
- BEHAVIOR-P101-0.2.0
- Experiment version
- EXPERIMENT-P101-0.2.0
- World version
- WORLD-P101-0.2.0
- Metric version
- METRICS-P101-0.1.0
- Snapshot tick
- 0 / fixture snapshot
Experiment record
- Model
- MODEL-XGB-0.1.0
- Model status
- experimental
- Dataset
- DATASET-P101-SYN-0.2.0
- Feature set
- combined
- Validation
- walk-forward
- Twin version
- TWIN-P101-0.2.0
- Asset version
- ASSET-P101-0.2.0
- Dataset version
- DATASET-P101-SYN-0.2.0
- Simulator version
- SIM-P101-0.2.0
- Feature pipeline
- FEATURES-P101-0.2.0
- Provenance model
- MODEL-XGB-0.1.0
- Code version
- ITL-PHASE-1-0.2.0
- Configured asset
- P-101
- Problem
- bearing-degradation
- Configured feature set
- combined
- Algorithm
- xgboost
- Configured validation
- walk-forward
- Random seed
- 101
- Timestamp label
- Synthetic fixture
Qualified evidence
| Evidence | Summary | Strength | Origin |
|---|---|---|---|
| EXP-P101-BD-COMBINED-XGBOOST-WALKFORWARD-SYNTHETIC-EVIDENCE | Deterministic synthetic fixture for conceptual comparison. | limited | Synthetic fixture |
Metric results
| Metric | Result |
|---|---|
| Detection Rate | 86 % |
| False Alarms | 0.9 alerts/month |
| Lead Time | 5 days |
| Inference Cost | 18 ms |
| Sensor Count | 11 sensors |
| Robustness | 80/100 |
| Explainability | 78/100 |
Operating regimes
- Nominal flow: 220–260 m³/h
- Rated speed: 2,900–3,000 rpm
- Ambient temperature: 5–45 °C
Limitations
- Synthetic fixture results do not establish plant performance.
- No control decision, alarm threshold, or maintenance action is authorized.
- Simulation fidelity and transferability require independent engineering validation.
Uncertainty, explainability, and provenance
- Uncertainty
- Illustrative uncertainty only; no confidence value is derived from an operating machine.
- Explainability
- XGBoost compared under Walk Forward.
- Dataset source
- Industrial Twin Lab synthetic experiment fixture
- Dataset disclosure
- This dataset is a deterministic synthetic fixture for conceptual comparison only; it is not plant data.
- Experiment source
- Industrial Twin Lab deterministic experiment fixture lookup
- Experiment disclosure
- Conceptual demonstration — synthetic fixture results. No model is trained or executed and no real plant data is used.
- Author agent
- Industrial Twin Lab synthetic fixture agent
Four separate authorities
- Train a model
- Not performed. A future training run requires its own authorization.
- Recommend an action
- No operational recommendation is issued by this fixture.
- Approve an inference model
- Requires separate engineering review for a named model version and use.
- Change a physical setpoint
- Outside Phase 1. An inference approval never grants this authority.