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Formation of Manufacturing Cell Using Theory and Considering Reliability
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نویسنده
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esmailnezhad bahman ,fattahi parviz
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منبع
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international journal of industrial engineering and production research - 2016 - دوره : 27 - شماره : 2 - صفحه:121 -139
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چکیده
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In this paper, a stochastic cell formation problem is studied considering the queuing theory and the reliability concept. a novel probabilistic mathematical model is presented considering interarrival times, processing times, and machines' breakdown. since the cell formation problem is np-hard, two algorithms are developed based on genetic and modified particle swarm optimization (mpso) algorithms. since the structure of the problem contains multiple irregularities, a new heuristic method is developed, which produces effective feasible solutions on demand. a deterministic branch and bound (b&b) algorithm is used to evaluate the results of modified particle swarm optimization algorithm and the genetic algorithm. the results indicate that proposed algorithms have better performance than the b&b algorithm of lingo software according to the mixed effect of solution quality and computational times. the solution of two metaheurstic algorithms is compared by the t-test method. ultimately, the results of numerical examples indicate that considering reliability has significant effect on the block structures of machine-part.
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کلیدواژه
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Cell formation problem ,Queuing theory ,Particle swarm optimization algorithm ,Genetic algorithm ,Reliability
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آدرس
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bu-ali sina university, ایران, bu-ali sina university, faculty of industrial engineering, ایران
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پست الکترونیکی
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fattah i@ basu. ac. ir
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Authors
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