کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
4946186 | 1439277 | 2017 | 37 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
A novel version of simulated annealing based on linguistic patterns for solving facility layout problems
ترجمه فارسی عنوان
نسخه جدیدی از آنیلینگ شبیه سازی شده براساس الگوهای زبان شناختی برای حل مسائل طرح تسهیلات است
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کلمات کلیدی
مشکل طرح تسهیلات الگوهای زبانی، مجموعه های فازی شبیه سازی شده، بهینه سازی،
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
هوش مصنوعی
چکیده انگلیسی
The paper presents a novel version of the simulated annealing algorithm based on linguistic patterns (LP) and fuzzy theory approach. The article describes shortly the linguistic patterns and shows on a simple illustrative example the idea of using the Åukasiewicz formula as a criterion for the facility layout optimization. Next, the detailed description of our LP version of simulated annealing is presented. The influence of the proposed algorithm parameters on the effectiveness of our approach is then examined in a simulation experiment involving four different types of facility layout problems. The outcomes from the first experiments are used for optimally setting the parameters of our proposal in the second simulation study focused on verifying its effectiveness for objects with uniform and variable sizes. The obtained results show that the presented procedure, apart from producing decent results in terms of the classic goal function and the linguistic pattern criterion, provided solutions that were qualitatively different than those generated by a crisp version.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Knowledge-Based Systems - Volume 124, 15 May 2017, Pages 55-69
Journal: Knowledge-Based Systems - Volume 124, 15 May 2017, Pages 55-69
نویسندگان
Jerzy Grobelny, RafaÅ Michalski,