One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories

A new probability distribution to study lifetime data in reliability is introduced in this paper. This one is a first approach to a non-homogeneous phase-type distribution. It is built by considering one cut-point in the non-negative semi-line of a phase-type distribution. The density function is de...

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Autores principales: Christian Acal, Juan E. Ruiz-Castro, David Maldonado, Juan B. Roldán
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Publicado: MDPI AG 2021
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spelling oai:doaj.org-article:a2ed05cff89d4fb18b1f15fea8c0a9492021-11-11T18:17:05ZOne Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories10.3390/math92127342227-7390https://doaj.org/article/a2ed05cff89d4fb18b1f15fea8c0a9492021-10-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/21/2734https://doaj.org/toc/2227-7390A new probability distribution to study lifetime data in reliability is introduced in this paper. This one is a first approach to a non-homogeneous phase-type distribution. It is built by considering one cut-point in the non-negative semi-line of a phase-type distribution. The density function is defined and the main measures associated, such as the reliability function, hazard rate, cumulative hazard rate and the characteristic function, are also worked out. This new class of distributions enables us to decrease the number of parameters in the estimate when inference is considered. Additionally, the likelihood distribution is built to estimate the model parameters by maximum likelihood. Several applications considering Resistive Random Access Memories compare the adjustment when phase type distributions and one cut-point phase-type distributions are considered. The developed methodology has been computationally implemented in R-cran.Christian AcalJuan E. Ruiz-CastroDavid MaldonadoJuan B. RoldánMDPI AGarticleone cut-point phase-type distributionmaximum likelihoodestimationRRAMvariabilityMathematicsQA1-939ENMathematics, Vol 9, Iss 2734, p 2734 (2021)
institution DOAJ
collection DOAJ
language EN
topic one cut-point phase-type distribution
maximum likelihood
estimation
RRAM
variability
Mathematics
QA1-939
spellingShingle one cut-point phase-type distribution
maximum likelihood
estimation
RRAM
variability
Mathematics
QA1-939
Christian Acal
Juan E. Ruiz-Castro
David Maldonado
Juan B. Roldán
One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
description A new probability distribution to study lifetime data in reliability is introduced in this paper. This one is a first approach to a non-homogeneous phase-type distribution. It is built by considering one cut-point in the non-negative semi-line of a phase-type distribution. The density function is defined and the main measures associated, such as the reliability function, hazard rate, cumulative hazard rate and the characteristic function, are also worked out. This new class of distributions enables us to decrease the number of parameters in the estimate when inference is considered. Additionally, the likelihood distribution is built to estimate the model parameters by maximum likelihood. Several applications considering Resistive Random Access Memories compare the adjustment when phase type distributions and one cut-point phase-type distributions are considered. The developed methodology has been computationally implemented in R-cran.
format article
author Christian Acal
Juan E. Ruiz-Castro
David Maldonado
Juan B. Roldán
author_facet Christian Acal
Juan E. Ruiz-Castro
David Maldonado
Juan B. Roldán
author_sort Christian Acal
title One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
title_short One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
title_full One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
title_fullStr One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
title_full_unstemmed One Cut-Point Phase-Type Distributions in Reliability. An Application to Resistive Random Access Memories
title_sort one cut-point phase-type distributions in reliability. an application to resistive random access memories
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/a2ed05cff89d4fb18b1f15fea8c0a949
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AT davidmaldonado onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories
AT juanbroldan onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories
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