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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2021
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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) |
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one cut-point phase-type distribution maximum likelihood estimation RRAM variability Mathematics QA1-939 |
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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 |
work_keys_str_mv |
AT christianacal onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories AT juaneruizcastro onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories AT davidmaldonado onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories AT juanbroldan onecutpointphasetypedistributionsinreliabilityanapplicationtoresistiverandomaccessmemories |
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1718431902291984384 |