Inferring Reliability Model Parameters from Expert Opinion

We propose a method for constructing bathtub models of reliability from opinion. The method is intended for reliability studies early in the design and prototyping of a new system, before data concerning reliability has become available. A stylized bathtub curve is presented for soliciting best engineering judgement from technical experts. By pooling these stylized curves, we produce data that can be used to infer parameters for a piece-wise Weibull model of reliability. A numerical example demonstrates the practicality of the method while also highlighting potential pitfalls when working with subjective data.

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Published
2024-12-15
DOI
https://doi.org/10.1109/wsc63780.2024.10838755
Primary Topic
Risk and Safety Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Inferring Reliability Model Parameters from Expert Opinion

James Nutaro
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Risk and Safety Analysis
article

Inferring Reliability Model Parameters from Expert Opinion

James Nutaro
article en

Abstract

We propose a method for constructing bathtub models of reliability from opinion. The method is intended for reliability studies early in the design and prototyping of a new system, before data concerning reliability has become available. A stylized bathtub curve is presented for soliciting best engineering judgement from technical experts. By pooling these stylized curves, we produce data that can be used to infer parameters for a piece-wise Weibull model of reliability. A numerical example demonstrates the practicality of the method while also highlighting potential pitfalls when working with subjective data.

Oak Ridge National Laboratory (US)
UT-Battelle
Openalex Percentile: Top 74%
Risk and Safety Analysis
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