In recent studies, auxiliary information technique in control charts have shown superior run length performances to control charts developed without using it. This paper proposes a side-sensitive group runs chart for detecting mean shifts using auxiliary information (SSGR-AI), where its charting characteristics require information from the study and auxiliary variables to efficiently monitor the process shifts. The control chart statistic, optimal design of parameters and implementation of the proposed SSGR-AI chart are explained. The performance of the SSGR-AI chart is evaluated using the average run length (ARL) and expected average run length (EARL) criteria. The ARL and EARL performances of the SSGR-AI chart are compared with that of the synthetic chart with auxiliary information (Syn-AI) and exponentially weighted moving average chart with auxiliary information (EWMA-AI). The results show that the SSGR-AI chart outperforms the (i) Syn-AI chart for all shift sizes and values of correlation coefficient, and (ii) EWMA-AI chart, except for small shifts and small values of correlation coefficient.
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4 December 2019
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MATHEMATICAL SCIENCES AND TECHNOLOGY 2018 (MATHTECH2018): Innovative Technologies for Mathematics & Mathematics for Technological Innovation
10–12 December 2018
Penang, Malaysia
Research Article|
December 04 2019
Side-sensitive group runs chart for detecting mean shifts using auxiliary information
Sajal Saha;
Sajal Saha
a)
1
Department of Mathematics, International University of Business Agriculture and Technology Dhaka
, Bangladesh
a)Corresponding author: [email protected]
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Michael Khoo Boon Chong;
Michael Khoo Boon Chong
b)
2
School of Mathematical Sciences, Universiti Sains Malaysia
, 11800 USM, Penang, Malaysia
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Adamu Abubakar Umar;
Adamu Abubakar Umar
c)
2
School of Mathematical Sciences, Universiti Sains Malaysia
, 11800 USM, Penang, Malaysia
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Peh Sang Ng
Peh Sang Ng
d)
3
Department of Physical and Mathematical Science, Faculty of Science, Universiti Tunku Abdul Rahman
, 31900 Kampar, Perak, Malaysia
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Sajal Saha
1,a)
Michael Khoo Boon Chong
2,b)
Adamu Abubakar Umar
2,c)
Peh Sang Ng
3,d)
1
Department of Mathematics, International University of Business Agriculture and Technology Dhaka
, Bangladesh
2
School of Mathematical Sciences, Universiti Sains Malaysia
, 11800 USM, Penang, Malaysia
3
Department of Physical and Mathematical Science, Faculty of Science, Universiti Tunku Abdul Rahman
, 31900 Kampar, Perak, Malaysia
a)Corresponding author: [email protected]
AIP Conf. Proc. 2184, 050010 (2019)
Citation
Sajal Saha, Michael Khoo Boon Chong, Adamu Abubakar Umar, Peh Sang Ng; Side-sensitive group runs chart for detecting mean shifts using auxiliary information. AIP Conf. Proc. 4 December 2019; 2184 (1): 050010. https://doi.org/10.1063/1.5136398
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