کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1548896 997762 2008 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Adaptive interactive genetic algorithms with individual interval fitness
موضوعات مرتبط
مهندسی و علوم پایه مهندسی مواد مواد الکترونیکی، نوری و مغناطیسی
پیش نمایش صفحه اول مقاله
Adaptive interactive genetic algorithms with individual interval fitness
چکیده انگلیسی

It is necessary to enhance the performance of interactive genetic algorithms in order to apply them to complicated optimization problems successfully. An adaptive interactive genetic algorithm with individual interval fitness is proposed in this paper in which an individual fitness is expressed by an interval. Through analyzing the fitness, information reflecting the distribution of an evolutionary population is picked up, namely, the difference of evaluating superior individuals and the difference of evaluating a population. Based on these, the adaptive probabilities of crossover and mutation operators of an individual are presented. The algorithm proposed in this paper is applied to a fashion evolutionary design system, and the results show that it can find many satisfactory solutions per generation. The achievement of the paper provides a new approach to enhance the performance of interactive genetic algorithms.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Progress in Natural Science - Volume 18, Issue 3, 10 March 2008, Pages 359–365
نویسندگان
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