کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
396270 666318 2007 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Evolutionary programming using a mixed mutation strategy
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Evolutionary programming using a mixed mutation strategy
چکیده انگلیسی

Different mutation operators have been proposed in evolutionary programming, but for each operator there are some types of optimization problems that cannot be solved efficiently. A mixed strategy, integrating several mutation operators into a single algorithm, can overcome this problem. Inspired by evolutionary game theory, this paper presents a mixed strategy evolutionary programming algorithm that employs the Gaussian, Cauchy, Lévy, and single-point mutation operators. The novel algorithm is tested on a set of 22 benchmark problems. The results show that the mixed strategy performs equally well or better than the best of the four pure strategies does, for all of the benchmark problems.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 177, Issue 1, 1 January 2007, Pages 312–327
نویسندگان
, , , ,