New Part MTBF Prediction - Technical Specification
The widgets on the New Part MTBF Prediction dashboard are separated into three mini-dashboards:
• MTBF Prediction Summary — A summary of all clusters that are assigned to the new parts that are being added to the system
MTBF Prediction Summary
The data used to generate this mini-dashboard is based on the following:
Analytical Object | AO_PAI_MTBFNewPart |
Query Object | QO_PAI_MTBF_NEW_PART |
Data Source | PAI Machine Learning |
Cab File | MeanTimeBetweenFailure.cab |
Parameters | None |
Predecessor Jobs | None |
Build Type | None |
Build Frequency | None |
| • Anomaly • Confidence • Cluster • Part • Partcustom1 • Partcustom7 • Partcustom10 • Partcustom13 • Partcustom14 • Partcustom15 • Part Description • Part Name4 • Part Repairable • PProcurement |
| Measure | Mathematical Function |
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Confidence Category | Sum of Confidence Category | Mean MTBF | Average of Mean MTBF | MSE | Average of Meansquarederror | MTBF Std Dev | Average of StdDev | New Parts | Distinct count of Partnumber | Outlier | Sum of Anomaly | Price | Sum of Price | Rec. MTBF | Average of RecMTBF | Rec MTBF Max | Average of Recommended MTBF Max | Rec. MTBF Min | Average of Recommended MTBF Min | Total Clusters | Distinct count of Groupname |
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These are the
Measures that are available for this dashboard:
MTBF Feature Importance
The data used to generate this mini-dashboard is based on the following:
Analytical Object | AO_PAI_MTBFFeatureImportance |
Query Object | QO_PAI_MTBF_FEATURE_IMPORTANCE |
Data Source | PAI Machine Learning |
Cab File | MeanTimeBetweenFailure.cab |
Profiles | None |
Parameters | Name | Description | Default |
---|
PO_PAI_ML_SLICE_DATE | The History Slice Date that works best for the Forecast Analysis | N/A |
|
Predecessor Jobs | None |
Build Type | None |
Build Frequency | None |
| • Feature |
| Measure | Mathematical Function |
---|
Importances | Average of Importances |
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MTBF Prediction Details
The data used to generate this mini-dashboard is based on the following:
Analytical Object | AO_PAI_MTBFNewPart |
Query Object | QO_PAI_MTBF_NEW_PART |
Data Source | PAI Machine Learning |
Cab File | MeanTimeBetweenFailure.cab |
Parameters | None |
Predecessor Jobs | None |
Build Type | None |
Build Frequency | None |
| • Anomaly • Confidence • Cluster • Part • Partcustom1 • Partcustom7 • Partcustom10 • Partcustom13 • Partcustom14 • Partcustom15 • Part Description • Part Name4 • Part Repairable • PProcurement |
| Measure | Mathematical Function |
---|
Confidence Category | Sum of Confidence Category | Mean MTBF | Average of Mean MTBF | MSE | Average of Meansquarederror | MTBF Std Dev | Average of StdDev | New Parts | Distinct count of Partnumber | Outlier | Sum of Anomaly | Price | Sum of Price | Rec. MTBF | Average of RecMTBF | Rec MTBF Max | Average of Recommended MTBF Max | Rec. MTBF Min | Average of Recommended MTBF Min | Total Clusters | Distinct count of Groupname |
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