A reliability estimation model using integrated tasks and resources

With the growing size of modern systems, the composition of a number of resources for a system is becoming increasingly more complex. Thus, a reliability analysis for that system is essential, especially during design time. The reliability estimation model is rapidly becoming a crucial part of the s...

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Main Authors: Isa, Mohd. Adham, Abang Jawawi, Dayang Norhayati
Format: Article
Published: Asian Research Publishing Network (ARPN) 2015
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Online Access:http://eprints.utm.my/id/eprint/55880/
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spelling my.utm.558802017-08-25T05:17:17Z http://eprints.utm.my/id/eprint/55880/ A reliability estimation model using integrated tasks and resources Isa, Mohd. Adham Abang Jawawi, Dayang Norhayati TK7885-7895 Computer engineer. Computer hardware With the growing size of modern systems, the composition of a number of resources for a system is becoming increasingly more complex. Thus, a reliability analysis for that system is essential, especially during design time. The reliability estimation model is rapidly becoming a crucial part of the system development life cycle, and a new model is needed to enable an early analysis of reliability estimation, especially for the system under study. However, the existing approach neglects to address the correlation between resource and system task for estimation of system reliability. This subsequently restricts the accuracy of estimation results and thus, could misguide the reliability analysis in general. This paper proposes a reliability estimation model that enables the computation of the system reliability as a product of resource and system task. The system task reliability is treated as a transition probability that the resource may execute for subsequent resources. To validate the model, one real case study is used and the accuracy of the estimation result is compared with the actual reliability values. The result shows the estimation accuracy is considered at an acceptable level and some of the scenarios have recorded higher accuracy values than previous models. To evaluate our model, the result is compared with that of the existing model and shows our model providing a more accurate estimation for a more complex scenario. Asian Research Publishing Network (ARPN) 2015 Article PeerReviewed Isa, Mohd. Adham and Abang Jawawi, Dayang Norhayati (2015) A reliability estimation model using integrated tasks and resources. Journal of Theoretical and Applied Information Technology, 74 (2). pp. 171-182. ISSN 1992-8645
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK7885-7895 Computer engineer. Computer hardware
spellingShingle TK7885-7895 Computer engineer. Computer hardware
Isa, Mohd. Adham
Abang Jawawi, Dayang Norhayati
A reliability estimation model using integrated tasks and resources
description With the growing size of modern systems, the composition of a number of resources for a system is becoming increasingly more complex. Thus, a reliability analysis for that system is essential, especially during design time. The reliability estimation model is rapidly becoming a crucial part of the system development life cycle, and a new model is needed to enable an early analysis of reliability estimation, especially for the system under study. However, the existing approach neglects to address the correlation between resource and system task for estimation of system reliability. This subsequently restricts the accuracy of estimation results and thus, could misguide the reliability analysis in general. This paper proposes a reliability estimation model that enables the computation of the system reliability as a product of resource and system task. The system task reliability is treated as a transition probability that the resource may execute for subsequent resources. To validate the model, one real case study is used and the accuracy of the estimation result is compared with the actual reliability values. The result shows the estimation accuracy is considered at an acceptable level and some of the scenarios have recorded higher accuracy values than previous models. To evaluate our model, the result is compared with that of the existing model and shows our model providing a more accurate estimation for a more complex scenario.
format Article
author Isa, Mohd. Adham
Abang Jawawi, Dayang Norhayati
author_facet Isa, Mohd. Adham
Abang Jawawi, Dayang Norhayati
author_sort Isa, Mohd. Adham
title A reliability estimation model using integrated tasks and resources
title_short A reliability estimation model using integrated tasks and resources
title_full A reliability estimation model using integrated tasks and resources
title_fullStr A reliability estimation model using integrated tasks and resources
title_full_unstemmed A reliability estimation model using integrated tasks and resources
title_sort reliability estimation model using integrated tasks and resources
publisher Asian Research Publishing Network (ARPN)
publishDate 2015
url http://eprints.utm.my/id/eprint/55880/
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score 13.159267