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A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes
Generalized Renewal Processes are useful for approaching the rejuvenation of dynamical systems resulting from planned or unplanned interventions. We present new perspectives for the Generalized Renewal Processes in general and for the Weibull-based Generalized Renewal Processes in particular. Disreg...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4511187/ https://www.ncbi.nlm.nih.gov/pubmed/26197222 http://dx.doi.org/10.1371/journal.pone.0133772 |
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author | Ferreira, Ricardo José Firmino, Paulo Renato Alves Cristino, Cláudio Tadeu |
author_facet | Ferreira, Ricardo José Firmino, Paulo Renato Alves Cristino, Cláudio Tadeu |
author_sort | Ferreira, Ricardo José |
collection | PubMed |
description | Generalized Renewal Processes are useful for approaching the rejuvenation of dynamical systems resulting from planned or unplanned interventions. We present new perspectives for the Generalized Renewal Processes in general and for the Weibull-based Generalized Renewal Processes in particular. Disregarding from literature, we present a mixed Generalized Renewal Processes approach involving Kijima Type I and II models, allowing one to infer the impact of distinct interventions on the performance of the system under study. The first and second theoretical moments of this model are introduced as well as its maximum likelihood estimation and random sampling approaches. In order to illustrate the usefulness of the proposed Weibull-based Generalized Renewal Processes model, some real data sets involving improving, stable, and deteriorating systems are used. |
format | Online Article Text |
id | pubmed-4511187 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45111872015-07-24 A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes Ferreira, Ricardo José Firmino, Paulo Renato Alves Cristino, Cláudio Tadeu PLoS One Research Article Generalized Renewal Processes are useful for approaching the rejuvenation of dynamical systems resulting from planned or unplanned interventions. We present new perspectives for the Generalized Renewal Processes in general and for the Weibull-based Generalized Renewal Processes in particular. Disregarding from literature, we present a mixed Generalized Renewal Processes approach involving Kijima Type I and II models, allowing one to infer the impact of distinct interventions on the performance of the system under study. The first and second theoretical moments of this model are introduced as well as its maximum likelihood estimation and random sampling approaches. In order to illustrate the usefulness of the proposed Weibull-based Generalized Renewal Processes model, some real data sets involving improving, stable, and deteriorating systems are used. Public Library of Science 2015-07-21 /pmc/articles/PMC4511187/ /pubmed/26197222 http://dx.doi.org/10.1371/journal.pone.0133772 Text en © 2015 Ferreira et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Ferreira, Ricardo José Firmino, Paulo Renato Alves Cristino, Cláudio Tadeu A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title | A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title_full | A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title_fullStr | A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title_full_unstemmed | A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title_short | A Mixed Kijima Model Using the Weibull-Based Generalized Renewal Processes |
title_sort | mixed kijima model using the weibull-based generalized renewal processes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4511187/ https://www.ncbi.nlm.nih.gov/pubmed/26197222 http://dx.doi.org/10.1371/journal.pone.0133772 |
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