An e-Learning tool considering similarity measures for manufacturing cell formation

Manufacturing cell formation is the first step in the design of cellular manufacturing system. The primary objective of this step is to cluster machines into machine cells and parts into part families so that the minimum of intercell trips will be achieved. This paper will be focused on the configuration of machine cells considering three types of initial machine-part matrix: binary (zero-one) matrix, production volume matrix, and operation time matrix. The similarity measure uses only information from these types of matrix. A pure combinatorial programming formulation will be developed to maximize the sum of similarity coefficients between machine/part pairs. An e-Learning tool/application to help industrial students and engineers for enhancing their cell formation capability is proposed. This tool is designed to include a novel similarity coefficient-based heuristic algorithm for solving the cell formation problem. To determine the performance of the proposed tool, comparison is made with a well-known tool along a case study.

[1]  Philip M. Wolfe,et al.  Application of the Similarity Coefficient Method in Group Technology , 1986 .

[2]  Alain Delchambre,et al.  A multiple-objective grouping genetic algorithm for the cell formation problem with alternative routings , 2005, J. Intell. Manuf..

[3]  John M. Wilson,et al.  The evolution of cell formation problem methodologies based on recent studies (1997-2008): Review and directions for future research , 2010, Eur. J. Oper. Res..

[4]  J. F. Ferreira Ribeiro,et al.  A methodology for cellular manufacturing design , 1993 .

[5]  Heng Huang,et al.  Cascading flowlines and layout modules: Practical strategies for machine duplication in facility layouts , 2005 .

[6]  John L. Burbidge,et al.  Production flow analysis , 1963 .

[7]  Menouar Boulif,et al.  A new fuzzy genetic algorithm for the dynamic bi-objective cell formation problem considering passive and active strategies , 2008, Int. J. Approx. Reason..

[8]  Tugba Saraç,et al.  A genetic algorithm with proper parameters for manufacturing cell formation problems , 2012, J. Intell. Manuf..

[9]  Riccardo Manzini,et al.  The threshold value of group similarity in the formation of cellular manufacturing systems , 2010 .

[10]  A. Stawowy Evolutionary strategy for manufacturing cell design , 2006 .

[11]  Ashok Kumar,et al.  Cellular Manufacturing: A Statistical Review of the Literature (1965-1995) , 1997, Oper. Res..

[12]  G. Nair Accord: A bicriterion algorithmfor cell formation using ordinal and ratio-level data , 1999 .

[13]  Gunter F.K. Purcheck,et al.  A mathematical classification as a basis for the design of group-technology production cells , 1975 .

[14]  Oliver Ilic,et al.  Analysis of the number of automated guided vehicles required in flexible manufacturing systems , 1994 .

[15]  Tarun Gupta,et al.  Production data based similarity coefficient for machine-component grouping decisions in the design of a cellular manufacturing system , 1990 .

[16]  Andrew Kusiak,et al.  An Efficient Cluster Identification Algorithm , 1987, IEEE Transactions on Systems, Man, and Cybernetics.

[17]  F. Fred Choobineh,et al.  A framework for the design of cellular manufacturing systems , 1988 .

[18]  John McAuley,et al.  Machine grouping for efficient production , 1972 .

[19]  Hamid R. Parsaei,et al.  Machine Cell Formation Based on a New Similarity Coefficient , 2008 .

[20]  G. Margaret Fazakerley,et al.  A research report on the human aspects of group technology and cellular manufacture , 1976 .

[21]  N. Singh,et al.  Design of cellular manufacturing systems: An invited review , 1993 .

[22]  H. Charles Romesburg,et al.  Cluster analysis for researchers , 1984 .

[23]  Jl Burbidge,et al.  A manual method of production flow analysis , 1977 .

[24]  J. King Machine-component grouping in production flow analysis: an approach using a rank order clustering algorithm , 1980 .

[25]  M. Kitaoka,et al.  Multivariate analysis model for machine-part cell formation problem in group technology , 1999 .

[26]  Marco Bortolini,et al.  An hybrid procedure for machine duplication in cellular manufacturing systems , 2011 .

[27]  Nancy Lea Hyer,et al.  Research issues in cellular manufacturing , 1987 .

[28]  Olugbenga Mejabi,et al.  A clustering approach for minimizing intercell trips in cell formation , 2008, J. Intell. Manuf..

[29]  Vandra L. Huber,et al.  The human factor in cellular manufacturing , 1985 .

[30]  T. Ertay Simulation approach in comparison of a pull system in a cell production system with a push system in a conventional production system according to flexible cost: A case study , 1998 .

[31]  Tijen Ertay,et al.  A mathematical model and a heuristic approach for design of the hybrid manufacturing systems to facilitate one-piece flow , 2010 .

[32]  D. A. Milner,et al.  Direct clustering algorithm for group formation in cellular manufacture , 1982 .

[33]  Masoud Rabbani,et al.  A NEW APPROACH TOWARDS INTEGRATED CELL FORMATION AND INVENTORY LOT SIZING IN AN UNRELIABLE CELLULAR MANUFACTURING SYSTEM , 2011 .

[34]  B. Arvindh,et al.  Cell formation: the need for an integrated solution of the subproblems , 1994 .

[35]  P. Waghodekar,et al.  Machine-component cell formation in group technology: MACE , 1984 .

[36]  Lan Hu,et al.  Formation of manufacturing cells based on material flows , 2005 .

[37]  Jamal Arkat,et al.  Cell formation with alternative process routings and machine reliability consideration , 2008 .

[38]  Masoud Babakhani,et al.  Designing cellular manufacturing systems under dynamic and uncertain conditions , 2007, J. Intell. Manuf..

[39]  Yash P. Aneja,et al.  An ant colony optimization metaheuristic for machine-part cell formation problems , 2010, Comput. Oper. Res..

[40]  F. Masmoudi,et al.  Formation of machine groups and part families in cellular manufacturing systems using a correlation analysis approach , 2007 .

[41]  Lixin Tang,et al.  A hybrid approach of ordinal optimization and iterated local search for manufacturing cell formation , 2009 .

[42]  Nancy Lea Hyer,et al.  Procedures for the part family/machine group identification problem in cellular manufacturing , 1986 .

[43]  Tarun Gupta Design of manufacturing cells for flexible environment considering alternative routeing , 1993 .

[44]  Yong Yin,et al.  A heuristic algorithm for cell formation problems with consideration of multiple production factors , 2010 .

[45]  Mohammad Saidi-Mehrabad,et al.  Designing integrated cellular manufacturing systems with scheduling considering stochastic processing time , 2010 .

[46]  Thenkurussi Kesavadas,et al.  A methodology to incorporate product mix variations in cellular manufacturing , 2008, J. Intell. Manuf..

[47]  C. Mosier An experiment investigating the application of clustering procedures and similarity coefficients to the GT machine cell formation problem , 1989 .

[48]  Nanua Singh Systems Approach to Computer-Integrated Design and Manufacturing , 1995 .

[49]  Yong Yin,et al.  Similarity coefficient methods applied to the cell formation problem: A taxonomy and review , 2006 .

[50]  Suely Oliveira,et al.  A comparative study of similarity measures for manufacturing cell formation , 2008 .

[51]  Luiz Satoru Ochi,et al.  A numerical comparison between simulated annealing and evolutionary approaches to the cell formation problem , 2010, Expert Syst. Appl..

[52]  Tijen Ertay,et al.  System parameter selection with information axiom for the new product introduction to the hybrid manufacturing systems under dual-resource constraint , 2012 .

[53]  Harold J. Steudel,et al.  A dynamic programming based heuristic for machine grouping in manufacturing cell formation , 1987 .

[54]  Manoj Kumar Tiwari,et al.  A methodology to design virtual cellular manufacturing systems , 2011, J. Intell. Manuf..

[55]  L. N. Pattanaik,et al.  Implementing lean manufacturing with cellular layout: a case study , 2009 .

[56]  Yunfeng Wang,et al.  Genetic algorithms for integrating cell formation with machine layout and scheduling , 2007, Comput. Ind. Eng..

[57]  Asoo J. Vakharia,et al.  Cell formation in group technology: review, evaluation and directions for future research , 1998 .

[58]  M. Chandrasekharan,et al.  MODROC: an extension of rank order clustering for group technology , 1986 .