The efficiency of CUSUM schemes for monitoring the multivariate coefficient of variation in short runs process
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作者:
Hu, Xuelong
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Nanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
Hu, Xuelong
[1
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Ma, Yixuan
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Nanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
Ma, Yixuan
[1
]
Zhang, Jiening
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Nanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
Zhang, Jiening
[1
]
Zhang, Jiujun
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Liao Ning Univ, Sch Math & Stat, Shenyang, Peoples R ChinaNanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
Zhang, Jiujun
[2
]
Yeganeh, Ali
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Ferdowsi Univ Mashhad, Dept Ind Engn, Mashhad, IranNanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
Yeganeh, Ali
[3
]
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Shongwe, Sandile Charles
[4
]
机构:
[1] Nanjing Univ Posts & Telecommun, Sch Management, 66 Xinmofan Rd, Nanjing, Peoples R China
[2] Liao Ning Univ, Sch Math & Stat, Shenyang, Peoples R China
[3] Ferdowsi Univ Mashhad, Dept Ind Engn, Mashhad, Iran
[4] Univ Free State, Fac Nat & Agr Sci, Dept Math Stat & Actuarial Sci, Bloemfontein, South Africa
Short production runs;
CUSUM;
control chart;
multivariate coefficient of variation;
run length;
VARIATION CONTROL CHARTS;
SHEWHART;
D O I:
10.1080/02664763.2024.2405111
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
Current monitoring technologies emphasize and address the issue of monitoring high-volume production processes. The high flexibility and diversity of current industrial production processes make monitoring technology for small batch processes even more important. In multivariate process monitoring, a broader applicability exists in multivariate coefficients of variation (MCV) based monitoring schemes due to the lower restriction of the process. In view of the effectiveness of MCV monitoring and with the aim to achieve further performance improvement of current MCV monitoring schemes in a finite horizon production, we additionally introduce two one-sided cumulative sum (CUSUM) MCV schemes. In the case of deterministic and random shifts, the design parameters of the proposed schemes are obtained via an optimization procedure designed by the Markov chain method and the corresponding performance is analysed based on different run length (RL) characteristics, including the mean and the standard deviation. Simulation comparisons with existing exponentially weighted moving average (EWMA) MCV schemes show that the proposed CUSUM MCV schemes are more efficient in monitoring most of the shifts, including the deterministic and random shifts. Finally, to demonstrate the benefits of the new monitoring schemes, a comprehensive case study on monitoring a steel sleeve manufacturing process is conducted.
机构:
City Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
Xi An Jiao Tong Univ, Key Lab, Minist Educ Proc Control Efficiency Engn, Sch Management,State Key Lab Mfg Syst Engn, Xian, Peoples R ChinaCity Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
Li, Chenglong
Mukherjee, Amitava
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XLRI Xavier Sch Management Prod Operat & Decis Sc, Jamshedpur, Bihar, IndiaCity Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
Mukherjee, Amitava
Su, Qin
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Xi An Jiao Tong Univ, Key Lab, Minist Educ Proc Control Efficiency Engn, Sch Management,State Key Lab Mfg Syst Engn, Xian, Peoples R ChinaCity Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
Su, Qin
Xie, Min
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机构:
City Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
机构:
Dong A Univ, Div Artificial Intelligence, Danang, VietnamDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Quoc Thong Nguyen
Kim Phuc Tran
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机构:
Ecole Natl Super Arts & Ind Text, GEMTEX Lab, Roubaix, FranceDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Kim Phuc Tran
Heuchenne, Henri L.
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机构:
Ton Duc Thang Univ, Informetr Res Grp, Ho Chi Minh City 758307, Vietnam
Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City 758307, VietnamDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Heuchenne, Henri L.
Thi Hien Nguyen
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机构:
EISTI Cergy, Dept Math, Cergy Pontoise, FranceDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Thi Hien Nguyen
Huu Du Nguyen
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机构:
Univ Bretagne Sud, Lab Math Bretagne Atlantique, Vannes, FranceDong A Univ, Div Artificial Intelligence, Danang, Vietnam
机构:
King Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi ArabiaKing Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
Riaz, Muhammad
Ajad, Jimoh Olawale
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City Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Peoples R ChinaKing Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
Ajad, Jimoh Olawale
Mahmood, Tahir
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机构:
City Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Peoples R ChinaKing Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
Mahmood, Tahir
Abbasi, Saddam Akber
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机构:
Qatar Univ, Dept Math Stat & Phys, Doha 2713, QatarKing Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia