The baseline GE Digital APM database includes the Probability Distribution report, which you can use to view a summary of the results of a Probability Distribution Analysis.
The Probability Distribution report is built from the following Catalog items:
Throughout this documentation, we refer to the main report, the subreport, and the supporting queries collectively as the Probability Distribution report.
The Probability Distribution report contains a prompt on the ENTY KEY and Distribution Type fields in the Distribution family. When you run the Probability Distribution report via the Probability Distribution module, the ENTY KEY and Distribution Type of the Distribution record associated with the current analysis is passed automatically to the prompt, and the results for the current Probability Distribution Analysis are displayed. If you run the main report or any of the queries in the preceding list directly from the Catalog, however, you will need to supply the ENTY KEY and Distribution Type of a Distribution record manually to retrieve results. The subreport (i.e., Catalog item SubReportProbDist) cannot be run directly from the Catalog.
The Analysis Summary section of the Probability Distribution report displays information that is stored in a Distribution record. Distribution records are categorized into one of four Distribution subfamilies: Exponential, Lognormal, Normal, or Weibull.
The following table lists each item in the Analysis Summary section and the corresponding Distribution record field whose data is displayed in the report.
Report Item | Distribution record |
---|---|
Analysis Name | Analysis ID |
Analysis Description | Short Description |
Random Variable | Random Variable Field |
Units | Units |
Last Modified | LAST UPDT DT |
Modified By |
LAST UPBY SEUS KEY Note: The name of the Security User associated with this value is displayed in the report. |
The Statistical Distribution Information section of the Probability Distribution report displays information that is stored in the Distribution record (i.e., Exponential, Lognormal, Normal, or Weibull record).
The following subsections are displayed within the Statistical Distribution Information section:
The Distribution Type subsection displays information that is stored in the Distribution record. Throughout the documentation, we will refer to this subsection as the Distribution subsection.
The following table lists each item in the Distribution subsection and the corresponding Distribution record field whose data is displayed in the report.
Report Item | Distribution Field |
---|---|
Distribution Type |
Distribution Type |
Fit Method |
Fit Method |
Use Confidence |
Use Confidence |
Confidence Level | Confidence Level |
Mean | Mean |
Standard Deviation | Standard Deviation |
Median |
Median |
R2 | R-Squared |
The Parameters subsection contains information stored in the Distribution record. The type of information that appears in the Parameters subsection depends on the distribution type (i.e., Weibull, Lognormal, Exponential, or Normal).
The following table lists each item in the Parameters subsection for a Weibull record whose data is displayed in the report. One row is displayed for each of the following field captions: Beta, Eta, and Gamma.
Report Item | Weibull Field |
---|---|
Beta | |
Value |
Beta |
Low |
Beta Low |
High | Beta High |
Calculated | Beta Fixed |
Eta | |
Value | Eta |
Low | Eta Low |
High |
Eta High |
Calculated | Eta Fixed |
Gamma | |
Value | Gamma |
Low | Gamma Low |
High |
Gamma High |
Calculated | Gamma Fixed |
The following table lists each item in the Parameters subsection for a Lognormal record whose data is displayed in the report. For a Lognormal record, one row is displayed for each of the following field captions: Mu, Sigma, and Gamma.
Report Item | Lognormal Field |
---|---|
Mu | |
Value |
Mu |
Low |
Mu Low |
High | Mu High |
Calculated | Mu Fixed |
Sigma | |
Value | Sigma |
Low | Sigma Low |
High |
Sigma High |
Calculated | Sigma Fixed |
Gamma | |
Value | Gamma |
Low | Gamma Low |
High |
Gamma High |
Calculated | Gamma Fixed |
The following table lists each item in the Parameters subsection for an Exponential record whose data is displayed in the report. For an Exponential record, one row is displayed for the field caption MTBF.
Report Item | Exponential Field |
---|---|
MTBF | |
Value |
MTBF |
Low |
MTBF Low |
High | MTBF High |
Calculated | MTBF Fixed |
The following table lists each item in the Parameters subsection for a Normal record whose data is displayed in the report. For a Normal record, one row is displayed for each of the following field captions: Mean, Standard Deviation.
Report Item | Normal Field |
---|---|
Mean | |
Value |
Mean |
Low |
Mean Low |
High | Mean High |
Calculated | Mean Fixed |
Standard Deviation | |
Value | Standard Deviation |
Low | Standard Deviation Low |
High |
Standard Deviation High |
Calculated | Standard Deviation Fixed |
The Goodness of Fit Test subsection displays information from the Distribution record.
The Kolmogorov-Smirnov test is the only test used to measure goodness of fit, so the Name column in the report is populated with the value Kolmogorov-Smirnov Test.
The following table lists each remaining item in the Goodness of Fit Test subsection and the Distribution record field whose data is displayed in the report.
Report Item | Weibull Field |
---|---|
Statistic |
GOF Statistic |
P-Value |
GOF P-Value |
Passed |
Passed |
The Distribution Data section of the Probability Distribution report displays information that is stored in the Data field in the Distribution record.
The following values are displayed in the Distribution Data section, and they are stored in the Data field in the Reliability Distribution record:
The Plots section of the Probability Distribution report displays the plots that are displayed on the Analysis Summary workspace or accessed via the Plots tabs in the left pane on the Probability Distribution page.
The Plots section displays the following graphs:
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