Effect of input convergence using different size of input data

As a useful tool to analyze reliability, Monte Carlo will be used in this research. By using the IEEE-14 buses network, two fault rates will be used which are large and small values. However, the size of the input data will be tested at input convergence, which are time to fail (TTF) and time to rep...

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Main Authors: Nur Nabihah Rusyda, Roslan, Mohd Ikhwan, Muhammad Ridzuan
Format: Conference or Workshop Item
Language:English
Published: 2022
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/37297/
http://umpir.ump.edu.my/id/eprint/37297/1/Effect%20of%20input%20convergence%20using%20different%20size%20of%20input%20data.pdf
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author Nur Nabihah Rusyda, Roslan
Mohd Ikhwan, Muhammad Ridzuan
author_facet Nur Nabihah Rusyda, Roslan
Mohd Ikhwan, Muhammad Ridzuan
author_sort Nur Nabihah Rusyda, Roslan
building UMP Institutional Repository
collection Online Access
description As a useful tool to analyze reliability, Monte Carlo will be used in this research. By using the IEEE-14 buses network, two fault rates will be used which are large and small values. However, the size of the input data will be tested at input convergence, which are time to fail (TTF) and time to repair (TTR). In a simulation, a variance reduction method will be applied to MCS to watch the effect of input data. However, based on the current discovery, the input convergence with small input data are fails to converge due to the size of the fault rate, despite that, the simulation with bigger fault rates able to stop before the decided years. Based on the calculated reliability indices, the simulation that applied bigger TTF and TTR would help to increase the speed of CPU and reduced the time taken to complete a simulation compared when using smaller input data.
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format Conference or Workshop Item
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institution Universiti Malaysia Pahang
institution_category Local University
language English
last_indexed 2025-11-15T03:25:22Z
publishDate 2022
recordtype eprints
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spelling ump-372972023-12-13T06:36:15Z http://umpir.ump.edu.my/id/eprint/37297/ Effect of input convergence using different size of input data Nur Nabihah Rusyda, Roslan Mohd Ikhwan, Muhammad Ridzuan T Technology (General) TA Engineering (General). Civil engineering (General) TK Electrical engineering. Electronics Nuclear engineering As a useful tool to analyze reliability, Monte Carlo will be used in this research. By using the IEEE-14 buses network, two fault rates will be used which are large and small values. However, the size of the input data will be tested at input convergence, which are time to fail (TTF) and time to repair (TTR). In a simulation, a variance reduction method will be applied to MCS to watch the effect of input data. However, based on the current discovery, the input convergence with small input data are fails to converge due to the size of the fault rate, despite that, the simulation with bigger fault rates able to stop before the decided years. Based on the calculated reliability indices, the simulation that applied bigger TTF and TTR would help to increase the speed of CPU and reduced the time taken to complete a simulation compared when using smaller input data. 2022-11-15 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/37297/1/Effect%20of%20input%20convergence%20using%20different%20size%20of%20input%20data.pdf Nur Nabihah Rusyda, Roslan and Mohd Ikhwan, Muhammad Ridzuan (2022) Effect of input convergence using different size of input data. In: The 6th National Conference for Postgraduate Research (NCON-PGR 2022) , 15 November 2022 , Virtual Conference, Universiti Malaysia Pahang, Malaysia. p. 222.. (Published) https://ncon-pgr.ump.edu.my/index.php/en/?option=com_fileman&view=file&routed=1&name=E-BOOK%20NCON%202022%20.pdf&folder=E-BOOK%20NCON%202022&container=fileman-files
spellingShingle T Technology (General)
TA Engineering (General). Civil engineering (General)
TK Electrical engineering. Electronics Nuclear engineering
Nur Nabihah Rusyda, Roslan
Mohd Ikhwan, Muhammad Ridzuan
Effect of input convergence using different size of input data
title Effect of input convergence using different size of input data
title_full Effect of input convergence using different size of input data
title_fullStr Effect of input convergence using different size of input data
title_full_unstemmed Effect of input convergence using different size of input data
title_short Effect of input convergence using different size of input data
title_sort effect of input convergence using different size of input data
topic T Technology (General)
TA Engineering (General). Civil engineering (General)
TK Electrical engineering. Electronics Nuclear engineering
url http://umpir.ump.edu.my/id/eprint/37297/
http://umpir.ump.edu.my/id/eprint/37297/
http://umpir.ump.edu.my/id/eprint/37297/1/Effect%20of%20input%20convergence%20using%20different%20size%20of%20input%20data.pdf