Suatu perbandingan antara carta-carta kawalan berstatistik dengan carta kawalan berdasarkan rangkaian neural
Control chart is one of the most powerful quality tools in statistical process control and is widely used in the manufacturing process. As the demand of the quality control increases, traditional control chart is no longer sufficient to detect the sudden change in a process. Thus, run rules are b...
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2008
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ukm-18732011-06-16T01:57:59Z http://journalarticle.ukm.my/1873/ Suatu perbandingan antara carta-carta kawalan berstatistik dengan carta kawalan berdasarkan rangkaian neural Ong , Hong Choon Cheah, Siew Chuin Low , Sheau Phin Control chart is one of the most powerful quality tools in statistical process control and is widely used in the manufacturing process. As the demand of the quality control increases, traditional control chart is no longer sufficient to detect the sudden change in a process. Thus, run rules are built-in into the Shewhart X control chart. This improvement, and also EWMA charts are introduced to overcome the limitation to its sensitivity. Neural network based control chart is a new approach and its performance is compared with the statistical control charts. The same test data from the standard normal random variable is generated using SAS. This data is assumed as the in-control data for the three types of control charts. The criteria to compare the performance of both types of control charts is the average run length (ARL). From the results obtained, neural network has a better ARL than the statistical control charts which includes the run rules of Shewhart X control chart and the EWMA chart when detecting small and large shifts in the process mean Penerbit ukm 2008-12 Article PeerReviewed Ong , Hong Choon and Cheah, Siew Chuin and Low , Sheau Phin (2008) Suatu perbandingan antara carta-carta kawalan berstatistik dengan carta kawalan berdasarkan rangkaian neural. Journal of Quality Measurement and Analysis, 4 (2). pp. 19-27. ISSN 1823-5670 http://www.ukm.my/~ppsmfst/jqma/index.html |
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description |
Control chart is one of the most powerful quality tools in statistical process control and is
widely used in the manufacturing process. As the demand of the quality control increases,
traditional control chart is no longer sufficient to detect the sudden change in a process. Thus,
run rules are built-in into the Shewhart X control chart. This improvement, and also EWMA
charts are introduced to overcome the limitation to its sensitivity. Neural network based
control chart is a new approach and its performance is compared with the statistical control
charts. The same test data from the standard normal random variable is generated using SAS.
This data is assumed as the in-control data for the three types of control charts. The criteria to
compare the performance of both types of control charts is the average run length (ARL).
From the results obtained, neural network has a better ARL than the statistical control charts
which includes the run rules of Shewhart X control chart and the EWMA chart when
detecting small and large shifts in the process mean |
format |
Article |
author |
Ong , Hong Choon Cheah, Siew Chuin Low , Sheau Phin |
spellingShingle |
Ong , Hong Choon Cheah, Siew Chuin Low , Sheau Phin Suatu perbandingan antara carta-carta kawalan berstatistik dengan carta kawalan berdasarkan rangkaian neural |
author_facet |
Ong , Hong Choon Cheah, Siew Chuin Low , Sheau Phin |
author_sort |
Ong , Hong Choon |
title |
Suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural
|
title_short |
Suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural
|
title_full |
Suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural
|
title_fullStr |
Suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural
|
title_full_unstemmed |
Suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural
|
title_sort |
suatu perbandingan antara carta-carta kawalan
berstatistik dengan carta kawalan berdasarkan
rangkaian neural |
publisher |
Penerbit ukm |
publishDate |
2008 |
url |
http://journalarticle.ukm.my/1873/ http://journalarticle.ukm.my/1873/ |
first_indexed |
2023-09-18T19:34:33Z |
last_indexed |
2023-09-18T19:34:33Z |
_version_ |
1777405183879282688 |