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.
Evidence Package / Synthetic fixture
EXP-P101-BD-COMBINED-XGBOOST-WALKFORWARD
StatusSynthetic fixture
Conceptual demonstration — synthetic fixture results.
| 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 |
- Machine / failure mode
- P-101 / Bearing degradation
- Validation
- Walk Forward
- Simulator version
- SIM-P101-0.1.0
- Authority
- Human review required
Complete experiment evidence
EXP-P101-BD-COMBINED-XGBOOST-WALKFORWARD
Conceptual demonstration — synthetic fixture results.
Experiment record
- Model
- MODEL-XGB-0.1.0
- Model status
- experimental
- Dataset
- DATASET-P101-SYN-0.1.0
- Feature set
- combined
- Validation
- walk-forward
- Twin version
- TWIN-P101-0.1.0
- Asset version
- ASSET-P101-0.1.0
- Dataset version
- DATASET-P101-SYN-0.1.0
- Simulator version
- SIM-P101-0.1.0
- Feature pipeline
- FEATURES-P101-0.1.0
- Provenance model
- MODEL-XGB-0.1.0
- Code version
- ITL-PHASE-1-0.1.0
- 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