Condition-based replacement policy for a device using interval-censored inspection data

Ramin Moghaddass, Ming J. Zuo

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

While traditional reliability models have focused on systems with binary states, recent research verifies that multistate degradation models are more appropriate structures to model degradation mechanisms, particularly for mechanical devices. This paper focuses on developing a condition-based replacement policy using online inspection data, which is one of the main problems in prognostic and health management of mechanical devices. This problem is addressed for a type of mechanical device with a multistate degradation process. In addition, one of the practical challenges in failure data analysis using inspection data called interval censoring is addressed. A control-limit policy is presented through a cost-based optimization model, which can be used to determine when to replace a degraded device. The application of the proposed model is demonstrated using a case study on a bearing shell's wear process.

Original languageEnglish (US)
Title of host publicationProceedings - Annual Reliability and Maintainability Symposium
DOIs
StatePublished - 2013
Externally publishedYes
Event59th Annual Reliability and Maintainability Symposium, RAMS 2013 - Orlando, FL, United States
Duration: Jan 28 2013Jan 31 2013

Other

Other59th Annual Reliability and Maintainability Symposium, RAMS 2013
CountryUnited States
CityOrlando, FL
Period1/28/131/31/13

Fingerprint

Replacement Policy
Inspection
Degradation
Interval
Multi-state
Interval Censoring
Bearings (structural)
Optimization Model
Model
Shell
Data analysis
Health
Binary
Verify
Wear of materials
Costs

Keywords

  • condition-based replacement policy
  • interval-censored inspection data
  • Multistate degradation

ASJC Scopus subject areas

  • Safety, Risk, Reliability and Quality
  • Mathematics(all)
  • Computer Science Applications

Cite this

Moghaddass, R., & Zuo, M. J. (2013). Condition-based replacement policy for a device using interval-censored inspection data. In Proceedings - Annual Reliability and Maintainability Symposium [6517680] https://doi.org/10.1109/RAMS.2013.6517680

Condition-based replacement policy for a device using interval-censored inspection data. / Moghaddass, Ramin; Zuo, Ming J.

Proceedings - Annual Reliability and Maintainability Symposium. 2013. 6517680.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Moghaddass, R & Zuo, MJ 2013, Condition-based replacement policy for a device using interval-censored inspection data. in Proceedings - Annual Reliability and Maintainability Symposium., 6517680, 59th Annual Reliability and Maintainability Symposium, RAMS 2013, Orlando, FL, United States, 1/28/13. https://doi.org/10.1109/RAMS.2013.6517680
Moghaddass, Ramin ; Zuo, Ming J. / Condition-based replacement policy for a device using interval-censored inspection data. Proceedings - Annual Reliability and Maintainability Symposium. 2013.
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