A general approach to optimal imperfect maintenance activities of a repairable equipment with imperfect maintenance and multiple failure modes
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| Format: | Preprint |
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2024
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| _version_ | 1866929624920883200 |
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| author | Mullor, Rubén Mulero, Julio Trottini, Mario |
| author_facet | Mullor, Rubén Mulero, Julio Trottini, Mario |
| contents | In this paper we describe a general approach to optimal imperfect maintenance activities of a repairable equipment with independent components. Most of the existing works on optimal imperfect maintenance activities of a repairable equipment with independent components. In addition, it is assumed that all the components of the equipment share the same model and the same maintenance intervals and that effectiveness of maintenance is known. In this paper we take a different approach. In order to formalize the uncertainty on the occurrence of failures and on the effect of maintenance activities we consider, for each component, a class of candidate models obtained combining models for failure rate with models for imperfect maintenance and let the data select the best model (that might be different for the different components). All the parameters are assumed to be unknown and are jointly estimated via maximum likelihood. Model selection is performed, separately for each component, using standard selection criteria that take into account the problem of over-parametrization. The selected models are used to derive the cost per unit time and the average reliability of the equipment, the objective functions of a Multi-Objective Optimization Problem with maintenance intervals of each single component as decision variables. The proposed procedure is illustrated using a real data example. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2412_08380 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A general approach to optimal imperfect maintenance activities of a repairable equipment with imperfect maintenance and multiple failure modes Mullor, Rubén Mulero, Julio Trottini, Mario Optimization and Control Applications In this paper we describe a general approach to optimal imperfect maintenance activities of a repairable equipment with independent components. Most of the existing works on optimal imperfect maintenance activities of a repairable equipment with independent components. In addition, it is assumed that all the components of the equipment share the same model and the same maintenance intervals and that effectiveness of maintenance is known. In this paper we take a different approach. In order to formalize the uncertainty on the occurrence of failures and on the effect of maintenance activities we consider, for each component, a class of candidate models obtained combining models for failure rate with models for imperfect maintenance and let the data select the best model (that might be different for the different components). All the parameters are assumed to be unknown and are jointly estimated via maximum likelihood. Model selection is performed, separately for each component, using standard selection criteria that take into account the problem of over-parametrization. The selected models are used to derive the cost per unit time and the average reliability of the equipment, the objective functions of a Multi-Objective Optimization Problem with maintenance intervals of each single component as decision variables. The proposed procedure is illustrated using a real data example. |
| title | A general approach to optimal imperfect maintenance activities of a repairable equipment with imperfect maintenance and multiple failure modes |
| topic | Optimization and Control Applications |
| url | https://arxiv.org/abs/2412.08380 |