SAPFOCS: a metaheuristic based approach to part family formation problems in group technology

12/28/2010
by   Tamal Ghosh, et al.
0

This article deals with Part family formation problem which is believed to be moderately complicated to be solved in polynomial time in the vicinity of Group Technology (GT). In the past literature researchers investigated that the part family formation techniques are principally based on production flow analysis (PFA) which usually considers operational requirements, sequences and time. Part Coding Analysis (PCA) is merely considered in GT which is believed to be the proficient method to identify the part families. PCA classifies parts by allotting them to different families based on their resemblances in: (1) design characteristics such as shape and size, and/or (2) manufacturing characteristics (machining requirements). A novel approach based on simulated annealing namely SAPFOCS is adopted in this study to develop effective part families exploiting the PCA technique. Thereafter Taguchi's orthogonal design method is employed to solve the critical issues on the subject of parameters selection for the proposed metaheuristic algorithm. The adopted technique is therefore tested on 5 different datasets of size 5 × 9 to 27 × 9 and the obtained results are compared with C-Linkage clustering technique. The experimental results reported that the proposed metaheuristic algorithm is extremely effective in terms of the quality of the solution obtained and has outperformed C-Linkage algorithm in most instances.

READ FULL TEXT
research
05/06/2011

Machine-Part cell formation through visual decipherable clustering of Self Organizing Map

Machine-part cell formation is used in cellular manufacturing in order t...
research
04/15/2014

An effective AHP-based metaheuristic approach to solve supplier selection problem

The supplier selection problem is based on electing the best supplier fr...
research
12/16/2016

A new cut-based genetic algorithm for graph partitioning applied to cell formation

Cell formation is a critical step in the design of cellular manufacturin...
research
05/07/2021

Optimal Group Formulation Using Machine Learning

Group formation itself a perplexing process. Over the decade of time edu...
research
01/12/2019

Simple juntas for shifted families

We say that a family F of k-element sets is a j-junta if there is a set...
research
06/04/2015

Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA

We study the problem of recovering the subspace spanned by the first k p...
research
08/13/2018

Enumerating five families of pattern-avoiding inversion sequences; and introducing the powered Catalan numbers

The first problem addressed by this article is the enumeration of some f...

Please sign up or login with your details

Forgot password? Click here to reset