HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE

Cell Formation (CF) problem considers as the most important issue in the Cellular Manufacturing (CM) system particularly the design step. CF deals with the creation of machine cells (MCs) and part families (PFs). Numerous methods, algorithms and mathematical models were proposed and used in the lit...

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Main Authors: Sanaa Ali Hamza, Ammar Jehad
Format: Article
Language:Arabic
Published: University of Babylon, Iraq Babil Engineering Collage 2019-03-01
Series:Iraqi Journal for Mechanical and Materials Engineering
Online Access:http://www.iqjfmme.com/index.php/journala/article/view/267
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spelling doaj-87a7f3231088413f9c734d88ef5c54d92020-11-25T02:52:26ZaraUniversity of Babylon, Iraq Babil Engineering CollageIraqi Journal for Mechanical and Materials Engineering1819-20762313-37832019-03-0119110.32852/iqjfmme.v19i1.267HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCESanaa Ali Hamza0Ammar Jehad1Kerbala Technical Institute, Al-Furat Al-Awsat Technical University, Kerbala, IraqKerbala Technical Institute, Al-Furat Al-Awsat Technical University, Kerbala, Iraq Cell Formation (CF) problem considers as the most important issue in the Cellular Manufacturing (CM) system particularly the design step. CF deals with the creation of machine cells (MCs) and part families (PFs). Numerous methods, algorithms and mathematical models were proposed and used in the literature for solving the CF problem. The current paper used a heuristic method based on the hamming distance to form MCs &PFs, this proposed method calculates the hamming distance for the parts, firstly then rearranges them based on the results to shape the PFs. Afterward, the hamming distance was calculated for machines, then the machines rearranged based on the results to form the MCs. Three datasets from the literature were utilized to validate the proposed method. Five performance measures were used for comparison and evaluation, these measures are Exceptional Elements EE, Percent of Exceptional elements PE, Voids, Grouping Efficiency GE and Machine Utilization MU. The results referred to the outperforms of the hamming distance based method comparing with the best known results in the literature. Among the total 20 performance indexes: three are better than, twelve are equal to and five are almost equivalent to the best known results. On the other hand, the proposed hamming distance based method is effectual particularly in terms of the number of machine cells and PE. http://www.iqjfmme.com/index.php/journala/article/view/267
collection DOAJ
language Arabic
format Article
sources DOAJ
author Sanaa Ali Hamza
Ammar Jehad
spellingShingle Sanaa Ali Hamza
Ammar Jehad
HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
Iraqi Journal for Mechanical and Materials Engineering
author_facet Sanaa Ali Hamza
Ammar Jehad
author_sort Sanaa Ali Hamza
title HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
title_short HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
title_full HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
title_fullStr HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
title_full_unstemmed HEURISTIC METHOD FOR SOLVING CELL FORMATION PROBLEM IN CELLULAR MANUFACTURING SYSTEM BASED ON HAMMING DISTANCE
title_sort heuristic method for solving cell formation problem in cellular manufacturing system based on hamming distance
publisher University of Babylon, Iraq Babil Engineering Collage
series Iraqi Journal for Mechanical and Materials Engineering
issn 1819-2076
2313-3783
publishDate 2019-03-01
description Cell Formation (CF) problem considers as the most important issue in the Cellular Manufacturing (CM) system particularly the design step. CF deals with the creation of machine cells (MCs) and part families (PFs). Numerous methods, algorithms and mathematical models were proposed and used in the literature for solving the CF problem. The current paper used a heuristic method based on the hamming distance to form MCs &PFs, this proposed method calculates the hamming distance for the parts, firstly then rearranges them based on the results to shape the PFs. Afterward, the hamming distance was calculated for machines, then the machines rearranged based on the results to form the MCs. Three datasets from the literature were utilized to validate the proposed method. Five performance measures were used for comparison and evaluation, these measures are Exceptional Elements EE, Percent of Exceptional elements PE, Voids, Grouping Efficiency GE and Machine Utilization MU. The results referred to the outperforms of the hamming distance based method comparing with the best known results in the literature. Among the total 20 performance indexes: three are better than, twelve are equal to and five are almost equivalent to the best known results. On the other hand, the proposed hamming distance based method is effectual particularly in terms of the number of machine cells and PE.
url http://www.iqjfmme.com/index.php/journala/article/view/267
work_keys_str_mv AT sanaaalihamza heuristicmethodforsolvingcellformationproblemincellularmanufacturingsystembasedonhammingdistance
AT ammarjehad heuristicmethodforsolvingcellformationproblemincellularmanufacturingsystembasedonhammingdistance
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