Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach

This paper is a second paper on the use of Exponential distribution in competing risk problems. The difference is this model is developed using Gamma distribution as its prior distribution. For the cases where the failure data together with their causes of failure are simply quantitatively inadequat...

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Main Authors: Ismed, Iskandar, Muchamad, Oktaviandri, R., Wangsaputra, Zamzuri, Hamedon
Format: Conference or Workshop Item
Language:English
English
Published: Springer 2019
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/27617/
http://umpir.ump.edu.my/id/eprint/27617/1/25.%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf
http://umpir.ump.edu.my/id/eprint/27617/2/25.1%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf
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author Ismed, Iskandar
Muchamad, Oktaviandri
R., Wangsaputra
Zamzuri, Hamedon
author_facet Ismed, Iskandar
Muchamad, Oktaviandri
R., Wangsaputra
Zamzuri, Hamedon
author_sort Ismed, Iskandar
building UMP Institutional Repository
collection Online Access
description This paper is a second paper on the use of Exponential distribution in competing risk problems. The difference is this model is developed using Gamma distribution as its prior distribution. For the cases where the failure data together with their causes of failure are simply quantitatively inadequate, time consuming and expensive to perform the life tests, especially in engineering areas, Bayesian analysis approach is used. This model is limited for independent causes of failure. In this paper our effort is to introduce the basic notions that constitute an exponential competing risks model in reliability using Bayesian analysis approach and presenting their analytic methods. Once the model has been develop through the system likelihood function and individual posterior distributions then the parameter of estimates are derived. The results are the estimations of the failure rate of individual risk, the MTTF of individual and system risks, and the reliability estimations of the individual and of the system of the model.
first_indexed 2025-11-15T02:47:40Z
format Conference or Workshop Item
id ump-27617
institution Universiti Malaysia Pahang
institution_category Local University
language English
English
last_indexed 2025-11-15T02:47:40Z
publishDate 2019
publisher Springer
recordtype eprints
repository_type Digital Repository
spelling ump-276172020-04-06T03:56:54Z http://umpir.ump.edu.my/id/eprint/27617/ Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach Ismed, Iskandar Muchamad, Oktaviandri R., Wangsaputra Zamzuri, Hamedon TP Chemical technology TS Manufactures This paper is a second paper on the use of Exponential distribution in competing risk problems. The difference is this model is developed using Gamma distribution as its prior distribution. For the cases where the failure data together with their causes of failure are simply quantitatively inadequate, time consuming and expensive to perform the life tests, especially in engineering areas, Bayesian analysis approach is used. This model is limited for independent causes of failure. In this paper our effort is to introduce the basic notions that constitute an exponential competing risks model in reliability using Bayesian analysis approach and presenting their analytic methods. Once the model has been develop through the system likelihood function and individual posterior distributions then the parameter of estimates are derived. The results are the estimations of the failure rate of individual risk, the MTTF of individual and system risks, and the reliability estimations of the individual and of the system of the model. Springer 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/27617/1/25.%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf pdf en http://umpir.ump.edu.my/id/eprint/27617/2/25.1%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf Ismed, Iskandar and Muchamad, Oktaviandri and R., Wangsaputra and Zamzuri, Hamedon (2019) Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach. In: iMEC-APCOMS 2019: Proceedings of the 4th International Manufacturing Engineering Conference and The 5th Asia Pacific Conference on Manufacturing Systems , 21-22 August 2019 , Putrajaya, Malaysia. pp. 335-341.. ISBN 978-981-15-0950-6 (Published) https://doi.org/10.1007/978-981-15-0950-6_51
spellingShingle TP Chemical technology
TS Manufactures
Ismed, Iskandar
Muchamad, Oktaviandri
R., Wangsaputra
Zamzuri, Hamedon
Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title_full Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title_fullStr Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title_full_unstemmed Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title_short Competing risk models in reliability systems, an Exponential distribution model with Gamma prior distribution, a Bayesian analysis approach
title_sort competing risk models in reliability systems, an exponential distribution model with gamma prior distribution, a bayesian analysis approach
topic TP Chemical technology
TS Manufactures
url http://umpir.ump.edu.my/id/eprint/27617/
http://umpir.ump.edu.my/id/eprint/27617/
http://umpir.ump.edu.my/id/eprint/27617/1/25.%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf
http://umpir.ump.edu.my/id/eprint/27617/2/25.1%20Competing%20risk%20models%20in%20reliability%20systems%2C%20an%20Exponential%20distribution%20model.pdf