Autocorrelated process control: Geometric Brownian Motion approach versus Box-Jenkins approach
Existing of autocorrelation will bring a significant effect on the performance and accuracy of process control if the problem does not handle carefully. When dealing with autocorrelated process, Box-Jenkins method will be preferred because of the popularity. However, the computation of Box-Jen...
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| Format: | Conference or Workshop Item |
| Language: | en |
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2018
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| Online Access: | http://eprints.uthm.edu.my/7018/1/P9919_1fb1df699a1a3afcf9fd57d9eb6b730c.pdf http://eprints.uthm.edu.my/7018/ https://doi.org/10.1088/1742-6596/995/1/012039 |
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| author | Salleh, R. M. Zawawi, N. I. Gan, Z. F. Nor, M. E. |
| author_facet | Salleh, R. M. Zawawi, N. I. Gan, Z. F. Nor, M. E. |
| author_sort | Salleh, R. M. |
| building | UTHM Library |
| collection | Institutional Repository |
| content_provider | Universiti Tun Hussein Onn Malaysia |
| content_source | UTHM Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Existing of autocorrelation will bring a significant effect on the performance and
accuracy of process control if the problem does not handle carefully. When dealing with
autocorrelated process, Box-Jenkins method will be preferred because of the popularity.
However, the computation of Box-Jenkins method is too complicated and challenging which
cause of time-consuming. Therefore, an alternative method which known as Geometric
Brownian Motion (GBM) is introduced to monitor the autocorrelated process. One real case of
furnace temperature data is conducted to compare the performance of Box-Jenkins and GBM
methods in monitoring autocorrelation process. Both methods give the same results in terms of
model accuracy and monitoring process control. Yet, GBM is superior compared to Box-Jenkins
method due to its simplicity and practically with shorter computational time. |
| format | Conference or Workshop Item |
| id | my.uthm.eprints-7018 |
| institution | Universiti Tun Hussein Onn Malaysia |
| language | en |
| publishDate | 2018 |
| record_format | eprints |
| spelling | my.uthm.eprints-70182022-05-24T01:28:12Z http://eprints.uthm.edu.my/7018/ Autocorrelated process control: Geometric Brownian Motion approach versus Box-Jenkins approach Salleh, R. M. Zawawi, N. I. Gan, Z. F. Nor, M. E. T Technology (General) Existing of autocorrelation will bring a significant effect on the performance and accuracy of process control if the problem does not handle carefully. When dealing with autocorrelated process, Box-Jenkins method will be preferred because of the popularity. However, the computation of Box-Jenkins method is too complicated and challenging which cause of time-consuming. Therefore, an alternative method which known as Geometric Brownian Motion (GBM) is introduced to monitor the autocorrelated process. One real case of furnace temperature data is conducted to compare the performance of Box-Jenkins and GBM methods in monitoring autocorrelation process. Both methods give the same results in terms of model accuracy and monitoring process control. Yet, GBM is superior compared to Box-Jenkins method due to its simplicity and practically with shorter computational time. 2018 Conference or Workshop Item PeerReviewed text en http://eprints.uthm.edu.my/7018/1/P9919_1fb1df699a1a3afcf9fd57d9eb6b730c.pdf Salleh, R. M. and Zawawi, N. I. and Gan, Z. F. and Nor, M. E. (2018) Autocorrelated process control: Geometric Brownian Motion approach versus Box-Jenkins approach. In: ISMAP 2017, October 28, 2017, Batu Pahat, Johor. https://doi.org/10.1088/1742-6596/995/1/012039 |
| spellingShingle | T Technology (General) Salleh, R. M. Zawawi, N. I. Gan, Z. F. Nor, M. E. Autocorrelated process control: Geometric Brownian Motion approach versus Box-Jenkins approach |
| title | Autocorrelated process control: Geometric Brownian Motion
approach versus Box-Jenkins approach |
| title_full | Autocorrelated process control: Geometric Brownian Motion
approach versus Box-Jenkins approach |
| title_fullStr | Autocorrelated process control: Geometric Brownian Motion
approach versus Box-Jenkins approach |
| title_full_unstemmed | Autocorrelated process control: Geometric Brownian Motion
approach versus Box-Jenkins approach |
| title_short | Autocorrelated process control: Geometric Brownian Motion
approach versus Box-Jenkins approach |
| title_sort | autocorrelated process control: geometric brownian motion
approach versus box-jenkins approach |
| topic | T Technology (General) |
| url | http://eprints.uthm.edu.my/7018/1/P9919_1fb1df699a1a3afcf9fd57d9eb6b730c.pdf http://eprints.uthm.edu.my/7018/ https://doi.org/10.1088/1742-6596/995/1/012039 |
| url_provider | http://eprints.uthm.edu.my/ |