VSI;
CUSUM;
coefficient of variation;
Markov chain;
anomaly detection;
SCHEMES;
D O I:
10.1080/00949655.2020.1819278
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
In monitoring the coefficient of variation (CV), the variable sampling interval (VSI) type charts are a useful adaptive strategy that has been recently combined with various types of charts, including exponentially weighted moving average (EWMA) and variable sample size (VSS) charts. These combinations lead to desirable control charts with an impressive performance in detecting process shifts or anomalies. However, in these studies, the authors asserted that adaptive type charts are not competitive to monitor downward shifts in the CV. Therefore, they willingly omitted the decrease in process shifts. In this paper, we suggest overcoming this downside by designing two one-sided VSI CUSUM control charts for tracking the CV. The performance of the proposed charts is evaluated by the average time to signal (ATS) criterion. The numerical results show that our proposed adaptive type charts are efficient charts to monitor downward shifts in the CV.
机构:
Dong A Univ, Div Artificial Intelligence, Danang, VietnamDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Quoc Thong Nguyen
Kim Phuc Tran
论文数: 0引用数: 0
h-index: 0
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.
论文数: 0引用数: 0
h-index: 0
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
论文数: 0引用数: 0
h-index: 0
机构:
EISTI Cergy, Dept Math, Cergy Pontoise, FranceDong A Univ, Div Artificial Intelligence, Danang, Vietnam
Thi Hien Nguyen
Huu Du Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bretagne Sud, Lab Math Bretagne Atlantique, Vannes, FranceDong A Univ, Div Artificial Intelligence, Danang, Vietnam
机构:
Nanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Hu, XueLong
Zhang, JieNing
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Sch Management, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, JieNing
Zhang, SuYing
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Sch Management, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, SuYing
Zhou, PanPan
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Finance & Econ, Sch Management Sci & Engn, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhou, PanPan
Zhang, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Commerce, Sch Management, Tianjin, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
机构:
Dong A Univ, Div Artificial Intelligence, Da Nang, VietnamDong A Univ, Div Artificial Intelligence, Da Nang, Vietnam
Huu Du Nguyen
Kim Phuc Tran
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Natl Super Arts & Ind Text, GEMTEX Lab, Roubaix, FranceDong A Univ, Div Artificial Intelligence, Da Nang, Vietnam
Kim Phuc Tran
Heuchenne, Henri L.
论文数: 0引用数: 0
h-index: 0
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, VietnamDong A Univ, Div Artificial Intelligence, Da Nang, Vietnam
机构:
Nanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Hu, XueLong
Zhang, SuYing
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Sch Management, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, SuYing
Zhang, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Sch Management, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, Jing
Saghir, Aamir
论文数: 0引用数: 0
h-index: 0
机构:
Mirpur Univ Sci & Technol, Dept Stat, New Mirpur City, PakistanNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
机构:
Nanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Hu, X. L.
Zhang, S. Y.
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Sch Management, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, S. Y.
论文数: 引用数:
h-index:
机构:
Zhang, Y.
Zhang, J. J.
论文数: 0引用数: 0
h-index: 0
机构:
Liaoning Univ, Dept Math, Shenyang, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China
Zhang, J. J.
Zhou, P. P.
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Finance & Econ, Sch Management Sci & Engn, Nanjing, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst High Qual Dev Evaluat, Nanjing, Peoples R China