Average run length;
mixed control chart;
moving average-cumulative sum control chart;
cumulative sum control chart;
moving average control chart;
EWMA CONTROL CHARTS;
D O I:
10.32604/iasc.2022.019997
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In this research, we propose the new mixed control chart called the mixed Moving Average-Cumulative Sum (MA-CUSUM) control chart used for monitoring parameter changes in asymmetrical and symmetrical processes. Its efficiency was compared with that of the Shewhart, Cumulative Sum (CUSUM), Moving Average (MA), mixed Cumulative Sum-Moving Average (CUSUM-MA) and mixed Moving Average-Cumulative Sum (MA-CUSUM) control charts by using their average run lengths (ARLs), the standard deviation of the run length (SDRL), and median run length (MRL) via the Monte Carlo simulation (MC). The simulation results show that the MA-CUSUM control chart was more efficient than the other control charts for small-to-moderate parameter changes for all distributions tested. To compare their applicability to real-world situations, the control charts were applied to data for the River Nile flow from 1871-1930 and mine explosions in the UK from 1875-1951. It was found that the MA-CUSUM control chart could more quickly detect parameter changes than the other control charts.
机构:
School of Mathematical Sciences, Dalian University of TechnologySchool of Mathematical Sciences, Dalian University of Technology
Li-xin SONG
Shabbir AHMAD
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机构:
Department of Mathematics, COMSATS Institute of Information TechnologySchool of Mathematical Sciences, Dalian University of Technology
Shabbir AHMAD
Muhammad RIAZ
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机构:
Department of Mathematics and Statistics, King Fahad University of Petroleum and MineralsSchool of Mathematical Sciences, Dalian University of Technology
机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R China
Women Univ Azad Jammu & Kashmir, Dept Math, Bagh, Azad Jammu & Ka, PakistanXi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R China
Rasheed, Zahid
Zhang, Hongying
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机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R ChinaXi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R China
Zhang, Hongying
Khan, Majid
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机构:
Govt Akhtar Nawaz Khan Shaheed Degree Coll KTS, Haripur, PakistanXi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R China
Khan, Majid
Anwar, Syed Masroor
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机构:
Univ Azad Jammu & Kashmir, Dept Stat, Muzaffarabad, PakistanXi An Jiao Tong Univ, Sch Math & Stat, Xian, Peoples R China