دانلود مقاله ISI انگلیسی شماره 26902
ترجمه فارسی عنوان مقاله

تجزیه و تحلیل حساسیت از مشکل شکل گیری سلول پویا از طریق متا اکتشافی

عنوان انگلیسی
Sensitivity Analysis of Dynamic Cell Formation Problem through Meta-heuristic
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
26902 2014 10 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Procedia Technology, Volume 12, 2014, Pages 186–195

ترجمه کلمات کلیدی
فرا اکتشافی - الگوریتم دیفرانسیلی ​​خودتطبیقی تکامل یافته - تجزیه و تحلیل حساسیت - مشکل تشکیل سلول -
کلمات کلیدی انگلیسی
Meta-heuristic, Modified self-adaptive differential evolution algorithm, Sensitivity analysis, Cell formation problem,
پیش نمایش مقاله
پیش نمایش مقاله  تجزیه و تحلیل حساسیت از مشکل شکل گیری سلول پویا از طریق متا اکتشافی

چکیده انگلیسی

In spite of many researches in literature investigating dynamic of cell formation (CF) problem, further research needs to be elaborated to assay hidden aspects of cellular manufacturing system (CMS), due to inherent complexity and uncertainty on optimizing this problem. In this paper, sensitivity analysis of modified self-adaptive differential evolution (MSDE) algorithm is proposed for basic parameters of CF problem, considering to the graphical representation supported by statistical analysis. Hence, a dynamic integer model of CF problem is first presented as the NP-hard problem. Then, the two basic test CF problems are introduced thereby the performance of MSDE algorithm assessed by diverse problems sizes through 140 runs from aspects of the average runtime of algorithm and the best local optimum objective function. Finally, statistical analysis is implemented on behavior of objective function values in order to validate our computational results graphically as well as statistically, giving some insights related to importance of CF parameters on designing CMS.