Joint economic design of production, continuous sampling inspection and preventive maintenance of a deteriorating production system

Standard continuous sampling procedures and tables are conventionally applicable only to continuous production processes that are statistically ‘in-control’. Consequently, these standards cannot be used to control quality in deteriorating production processes. Moreover, existing continuous sampling models do not consider interactions with production, inventory and maintenance aspects. In this paper, we attempt to fill these gaps in the literature. We investigate the joint design and optimization of a type-1 continuous sampling plan (CSP-1), make-to-stock production and preventive maintenance of a stochastic production system subject to both quality and reliability deteriorations. Two models of CSP-1 are considered and compared: the classical CSP-1 as in the standard procedures, and a CSP-1 plan with a stopping rule that is combined with condition-based maintenance. For both models, the optimization problem is to minimize the total incurred cost under a constraint on the outgoing quality. A combination of mathematical formulation, simulation and optimization techniques is used to solve such stochastic and constrained problems. Numerical examples are given to illustrate the resolution approach and to highlight some interesting aspects in the interactions between production, inventory, quality, maintenance and reliability. The results obtained demonstrate that sampling inspection plans realize significant cost savings compared to the 100% inspection which is commonly used in the literature of integrated models, and that using the CSP-1 with an inspection stopping rule for deteriorating processes is more cost-effective than the classical CSP-1.

[1]  Abhijit Gosavi,et al.  Simulation-Based Optimization: Parametric Optimization Techniques and Reinforcement Learning , 2003 .

[2]  Lisa M. Maillart,et al.  DEMONSTRATING DEMING'S kp RULE USING AN ECONOMIC MODEL OF THE CSP-1 , 2000 .

[3]  Velusamy Subramaniam,et al.  Improving the performance of manufacturing systems with continuous sampling plans , 2013 .

[4]  Mario G. Beruvides,et al.  A Study on the Quality–Productivity Relationship and its Verification in Manufacturing Industries , 2007 .

[5]  Robert Pellerin,et al.  Joint optimal lot sizing and production control policy in an unreliable and imperfect manufacturing system , 2013 .

[6]  N. Farmakis,et al.  Expected Cost for Continuous Sampling Plans , 2011 .

[7]  Jeffrey S. Smith,et al.  Simulation for manufacturing system design and operation: Literature review and analysis , 2014 .

[8]  Rezg Nidhal,et al.  Integrated maintenance and control policy based on quality control , 2010 .

[9]  Haiping Zhu,et al.  An integrated model of statistical process control and maintenance based on the delayed monitoring , 2015, Reliab. Eng. Syst. Saf..

[10]  Gilberto Miller Devós Ganga,et al.  A Framework for Continuous Inspection Plans Using Multivariate Mathematical Methods , 2013, Qual. Reliab. Eng. Int..

[11]  Ali Gharbi,et al.  Improved joint preventive maintenance and hedging point policy , 2010 .

[12]  Mohamed Ben-Daya,et al.  Effect of maintenance on the economic design of x-control chart , 2000, Eur. J. Oper. Res..

[13]  Lie-Fern Hsu,et al.  Design of optimal maintenance policies based on on-line sampling plans , 1995 .

[14]  Stephen B. Vardeman,et al.  A Discussion of All-or-None Inspection Policies , 1994 .

[15]  Rommert Dekker,et al.  Maintenance and Production: A Review of Planning Models , 2008 .

[16]  Matti Mottonen,et al.  Reducing test costs in electronics mass-production , 2008, Int. J. Serv. Stand..

[17]  Laura J. Freeman,et al.  The Evaluation of Median-Rank Regression and Maximum Likelihood Estimation Techniques for a Two-Parameter Weibull Distribution , 2010 .

[18]  M. R. Rotab Khan,et al.  Development of analytical relation between maintenance, quality and productivity , 2010 .

[19]  Christos D. Tarantilis,et al.  Dynamic modeling and control of supply chain systems: A review , 2008, Comput. Oper. Res..

[20]  H. F. Dodge,et al.  Additional Continuous Sampling Inspection Plans , 1977 .

[21]  Rasoul Haji,et al.  The optimal policy for a sampling plan in continuous production in terms of the clearance number , 2004, Comput. Ind. Eng..

[22]  Douglas C. Montgomery,et al.  Response Surface Methodology: Process and Product Optimization Using Designed Experiments , 1995 .

[23]  Gerald M. Knapp,et al.  Statistical‐based or condition‐based preventive maintenance? , 1995 .

[24]  Douglas C. Montgomery,et al.  Introduction to Statistical Quality Control , 1986 .

[25]  Jinjoo Lee,et al.  Manufacturing strategy and production systems: An integrated framework , 1993 .

[26]  Gerald J. Lieberman,et al.  MULTI-LEVEL CONTINUOUS SAMPLING PLANS' , 1955 .

[27]  Richard E. Barlow,et al.  Stochastic Ageing and Dependence for Reliability , 2006 .

[28]  Chao-Yu Chou,et al.  Economic design of continuous sampling plan under linear inspection cost , 2002 .

[29]  Sofia Panagiotidou,et al.  Statistical Process Control and Condition‐Based Maintenance: A Meaningful Relationship through Data Sharing , 2010 .

[30]  Daming Lin,et al.  A review on machinery diagnostics and prognostics implementing condition-based maintenance , 2006 .

[31]  Tullio Tolio,et al.  Performance evaluation of production systems monitored by statistical process control and off-line inspections , 2009 .

[32]  Tullio Tolio,et al.  Integrated quality, production logistics and maintenance analysis of multi-stage asynchronous manufacturing systems with degrading machines , 2012 .

[33]  C. Richard Cassady,et al.  Simultaneous optimization of [Xbar] control chart and age-based preventive maintenance policies under an economic objective , 2007 .

[34]  Ali Gharbi,et al.  Joint production and major maintenance planning policy of a manufacturing system with deteriorating quality , 2013 .

[35]  Robert Pellerin,et al.  Integrated production, sampling quality control and maintenance of deteriorating production systems with AOQL constraint , 2016 .

[36]  Chung‐Ho Chen,et al.  Economic Design of CSP‐1 Plan Under the Dependent Production Process and Linear Inspection Cost , 2003 .

[37]  Haiping Zhu,et al.  Delayed maintenance policy optimisation based on control chart , 2015 .

[38]  Hongzhou Wang,et al.  A survey of maintenance policies of deteriorating systems , 2002, Eur. J. Oper. Res..

[39]  Dennis E. Blumenfeld,et al.  Survey of recent advances on the interface between production system design and quality , 2013 .

[40]  Salih O. Duffuaa,et al.  Maintenance and quality: the missing link , 1995 .

[41]  Yisha Xiang,et al.  Joint optimization of X¯ control chart and preventive maintenance policies: A discrete-time Markov chain approach , 2013, Eur. J. Oper. Res..

[42]  Abdur Rahim,et al.  Integrated models in production planning and scheduling, maintenance and quality: a review , 2012 .

[43]  H. F. Dodge A Sampling Inspection Plan for Continuous Production , 1943, Journal of Fluids Engineering.

[44]  P. Y. Mok A decision support system for the production control of a semiconductor packaging assembly line , 2009, Expert Syst. Appl..

[45]  Richard M. Anthony Analyzing sampling methodologies in semiconductor manufacturing , 2004 .

[46]  Nidhal Rezg,et al.  Integrated model of preventive maintenance, quality control and buffer sizing for unreliable and imperfect production systems , 2009 .

[47]  Ali Gharbi,et al.  Joint control of production, overhaul, and preventive maintenance for a production system subject to quality and reliability deteriorations , 2013 .

[48]  Ahmed A. Soliman,et al.  Comparison of estimates using record statistics from Weibull model: Bayesian and non-Bayesian approaches , 2006, Comput. Stat. Data Anal..

[49]  Ershun Pan,et al.  An integrated EPQ model based on a control chart for an imperfect production process , 2012 .