A hybrid model for economic design of MEWMA control chart under maintenance policies

被引:20
作者
Ardakan, Mostafa Abouei [1 ]
Hamadani, Ali Zeinal [1 ]
Sima, Mohammad [2 ]
Reihaneh, Mohammad [3 ]
机构
[1] Isfahan Univ Technol, Dept Ind & Syst Engn, Esfahan, Iran
[2] Rutgers State Univ, Dept Ind & Syst Engn, Piscataway, NJ 08554 USA
[3] Univ Massachusetts, Isenberg Sch Management, Dept Operat Informat Management, Amherst, MA 01003 USA
关键词
Economic design; MEWMA chart; Maintenance policy; Hybrid model; STATISTICAL DESIGNS; PREVENTIVE MAINTENANCE; EWMA; QUALITY;
D O I
10.1007/s00170-015-7716-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Statistical process control (SPC) is a useful technique for process monitoring that draws heavily on control charts as its important tools. Designing effective control charts, in turn, requires their relevant parameters to be determined through proper cost functions. In nearly all the methods used for this purpose, a major drawback is the negligence of type II errors, which causes the process to function out of control, and thereby imposing too high, or at times irrecoverable, costs on the system. One way to decrease this error and the associated out-of-control times and costs is to combine control charts with maintenance management (MM) programs. In this paper, a hybrid model is used to combine the control chart and a planned maintenance (PM) system for rapid detection of out-of-control states and reduction of the costs associated with system control. Accordingly, the multivariate exponentially weighted moving average (MEWMA) control chart is used for controlling the process variability, and the maintenance plan can stop the process at specific times and check whether the process is in- or out of control. In addition, if the control chart signals an out-of-control state before the scheduled maintenance time, a reactive maintenance (RM) is implemented in order to restore the process to its in-control state. A numerical illustration is finally used, and comparisons are made to show the capability of the proposed hybrid model in yielding average reductions of 6.5 and 4.3 %, respectively, in the costs of monitoring-maintenance (MM) system compared to situations in which either the control chart method or the maintenance model is used alone.
引用
收藏
页码:2101 / 2110
页数:10
相关论文
共 31 条
[1]  
[Anonymous], 2013, Introduction to statistical quality control
[2]   A hybrid Nelder-Mead simplex and PSO approach on economic and economic-statistical designs of MEWMA control charts [J].
Barzinpour, Farnaz ;
Noorossana, Rassool ;
Niaki, Seyed Taghi Akhavan ;
Ershadi, Mohammad Javad .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 65 (9-12) :1339-1348
[3]   Effect of maintenance on the economic design of (x)over-bar-control chart [J].
Ben-Daya, M ;
Rahim, MA .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 120 (01) :131-143
[4]   An integrated economic design model for quality control, replacement, and maintenance [J].
Lee, B.H. ;
Rahim, M.A. .
Quality Engineering, 2001, 13 (04) :581-593
[5]   Combining preventive maintenance and statistical process control: a preliminary investigation [J].
Cassady, CR ;
Bowden, RO ;
Liew, L ;
Pohl, EA .
IIE TRANSACTIONS, 2000, 32 (06) :471-478
[6]   Economic design of EWMA charts with variable sampling intervals [J].
Chou, Chao-Yu ;
Chen, Chung-Ho ;
Liu, Hui-Rong .
QUALITY & QUANTITY, 2006, 40 (06) :879-896
[8]   Design and investigation of EWMA and double EWMA with quadratic process model in R2R controllers [J].
Kazemzadeh, R. B. ;
Karbasian, M. ;
Moghadam, M. Bameni .
QUALITY & QUANTITY, 2008, 42 (06) :845-857
[9]   An integrated systems approach to process control and maintenance [J].
Linderman, K ;
McKone-Sweet, KE ;
Anderson, JC .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 164 (02) :324-340
[10]  
Linderman K, 2000, J QUAL TECHNOL, V32, P410