کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6903063 1446748 2018 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A modified Intellects-Masses Optimizer for solving real-world optimization problems
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
A modified Intellects-Masses Optimizer for solving real-world optimization problems
چکیده انگلیسی
The Intellects-Masses Optimizer (IMO) is a recently-proposed cultural algorithm, which is easy to understand, use, and implement. IMO requires (almost) no parameter tuning and has successfully been used to tackle unconstrained continuous optimization problems. A modified variant of IMO, called MIMO, is proposed in this paper. The proposed method uses improved update equations, a self-adaptive scaling factor, duplicates removal, and a local search to improve the performance of IMO. The MIMO method is tested on the 22 IEEE CEC 2011 real-world benchmark problems and is compared with 14 state-of-the-art algorithms. The results demonstrate the outperformance of the proposed method and its superiority compared to the original IMO algorithm.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Swarm and Evolutionary Computation - Volume 41, August 2018, Pages 159-166
نویسندگان
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