CRE_可靠性数据搜集及分析
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Certified Reliability Engineer.
Ch 8. Data Collection &
Analysis.
Industrial Engineering & Management Systems Research Center.
■ Types of Data.
[CRE Primer Ⅸ p2-3]
Variable Data.
․ Variable data is continuous. This means that the data values can be any real
number, for example, 1.037, -4.69, 84.35.
․ Measured data (variable data) are answers to questions like "how long," "what volume," "how much time" and "how far".
Attribute Data.
․ Attribute data is discrete. This means that the data values can only be integers,
for example, 3, 48, 1029.
․ Counted data or attribute data are answers to question like "how many" or "what kind."
Locational Data.
․ Locational data simply answers the question "where." Chart that utilize locational
data are often called "measles charts" or concentration charts.
■ Censored and Incomplete Data Sets.
[CRE Primer Ⅸ p4-5]
Right Censored.
․ The value of the censored items in the data set are known to be greater than
the censored value.
Left Censored.
․ The value of the censored items in the data set are known to be less than the censored value.
Single Censored.
․ There is only one point at which censoring occurs.
■ Censored and Incomplete Data Sets.
[CRE Primer Ⅸ p4-5]
Multiple Censored.
․ There is more than one point at which censoring occurs.
Time Censored (Type Ⅰ)
․ Testing is ended after a predetermined amount of time.
Failure Censored (Type Ⅱ)
․ Testing is ended after a predetermined number of failures.
■ Reliability Data Sources.
[CRE Primer Ⅸ p6] Reliability Data Sources.
․ Failure analysis records.
․ Failure reports.
․ Reliability group test records.
․ Other test records.
․ Manufacturing results.
․ Manufacturing failure and yields. ․ Installation reports.
․ Corrective maintenance requests. ․ Preventive maintenance logs.․ Repair or warranty actions. ․ Complaint centers.
․ Unit repair logs.
․ Part depot usages.
․ Request for support.
․ Request for upgrades.
․ Customer feedback forms. ․ Customer surveys.
■ Data Collection Methods.
[CRE Primer Ⅸ p7-10]
Objectives of Data Collections.
․ Demonstrate reliability to customers.
․ Demonstrate reliability internally.
․ Validate vendor supplied items.
․ Validate internal process.
․ Enhance product safety.
․ Compare designs.
․ Compare components.
․ Determine competitive performance.