Bayesian Hierarchical Modelling of Equipment Reliability in Mining: A Pragmatic Approach
This thesis developed and applied Bayesian reliability models for maintenance applications in the mining industry. New methods to address the novel problems in observational datasets from mining were developed, notably for Weibull analysis of partially observed lifetime data and modelling of small,...
| Main Author: | |
|---|---|
| Format: | Thesis |
| Published: |
Curtin University
2025
|
| Online Access: | http://hdl.handle.net/20.500.11937/97662 |
| _version_ | 1848766299124006912 |
|---|---|
| author | Leadbetter, Ryan K. |
| author_facet | Leadbetter, Ryan K. |
| author_sort | Leadbetter, Ryan K. |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | This thesis developed and applied Bayesian reliability models for maintenance applications in the mining industry. New methods to address the novel problems in observational datasets from mining were developed, notably for Weibull analysis of partially observed lifetime data and modelling of small, noisy, and complex degradation signals with gamma stochastic process. Importantly, the thesis also provided concrete examples of a principled Bayesian model-building workflow in the reliability domain. |
| first_indexed | 2025-11-14T11:48:56Z |
| format | Thesis |
| id | curtin-20.500.11937-97662 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T11:48:56Z |
| publishDate | 2025 |
| publisher | Curtin University |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-976622025-05-02T06:22:17Z Bayesian Hierarchical Modelling of Equipment Reliability in Mining: A Pragmatic Approach Leadbetter, Ryan K. This thesis developed and applied Bayesian reliability models for maintenance applications in the mining industry. New methods to address the novel problems in observational datasets from mining were developed, notably for Weibull analysis of partially observed lifetime data and modelling of small, noisy, and complex degradation signals with gamma stochastic process. Importantly, the thesis also provided concrete examples of a principled Bayesian model-building workflow in the reliability domain. 2025 Thesis http://hdl.handle.net/20.500.11937/97662 Curtin University fulltext |
| spellingShingle | Leadbetter, Ryan K. Bayesian Hierarchical Modelling of Equipment Reliability in Mining: A Pragmatic Approach |
| title | Bayesian Hierarchical Modelling of
Equipment Reliability in Mining: A
Pragmatic Approach |
| title_full | Bayesian Hierarchical Modelling of
Equipment Reliability in Mining: A
Pragmatic Approach |
| title_fullStr | Bayesian Hierarchical Modelling of
Equipment Reliability in Mining: A
Pragmatic Approach |
| title_full_unstemmed | Bayesian Hierarchical Modelling of
Equipment Reliability in Mining: A
Pragmatic Approach |
| title_short | Bayesian Hierarchical Modelling of
Equipment Reliability in Mining: A
Pragmatic Approach |
| title_sort | bayesian hierarchical modelling of
equipment reliability in mining: a
pragmatic approach |
| url | http://hdl.handle.net/20.500.11937/97662 |