Uncertainty of Performance Metrics for IVHM Tools According to Business Targets

Manuel Esperon-Miguez, Philip John, and Ian K. Jennions
Submission Type: 
Full Paper
Supporting Agencies (optional): 
IVHM Centre
AttachmentSizeTimestamp
phmce_12_006.pdf2.97 MBMarch 15, 2012 - 4:11am

Operators and maintainers are faced with the task of selecting which health monitoring tools are to be acquired or developed in order to increase the availability and reduce operational costs of a vehicle. Since these decisions will affect the strength of the business case, choices must be based on a cost benefit analysis. The methodology presented here takes advantage of the historical maintenance data available for legacy platforms to determine the performance requirements for diagnostic and prognostic tools to achieve a certain reduction in maintenance costs and time. The effect of these tools on the maintenance process is studied using Event Tree Analysis, from which the equations are derived. However, many of the parameters included in the formulas are not constant and tend to vary randomly around a mean value (e.g.: shipping costs of parts, repair times), introducing uncertainties in the results. As a consequence the equations are modified to take into account the variance of all variables. Additionally, the reliability of the information generated using diagnostic and prognostic tools can be affected by multiple characteristics of the fault, which are never exactly the same, meaning the performance of these tools might not be constant either. To tackle this issue, formulas to determine the acceptable variance in the performance of a health monitoring tool are derived under the assumption that the variables considered follow Gaussian distributions. An example of the application of this methodology using synthetic data is included.

Publication Year: 
2012
Publication Volume: 
3
Publication Control Number: 
006
Page Count: 
11
Submission Keywords: 
cost-benefit analysis
Business case
Criticality analysis
IVHM Design
Legacy
IVHM Coverage
Submission Topic Areas: 
Economics and cost-benefit analysis
Submitted by: 
  
 
 
 

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