کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
713234 892165 2015 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Box-Complex Assisted Genetic Algorithm for Optimal Control of Batch Reactor∗
ترجمه فارسی عنوان
الگوریتم ژنتیک کمک پیچیده برای کنترل بهینه از واکنش دسته ای؟
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مکانیک محاسباتی
چکیده انگلیسی

To enhance convergence property of Genetic Algorithm (GA), we in this work propose modification in GA by combining the global search property of GA with a convergence property of Box-Complex method. Using the current population of GA, new members are created using Box-Complex concept, which replaces equal number of worst population members. A comparative study of the proposed GA with the conventional GA and widely accepted Jumping Gene GA (JG GA) is presented in this work. We have considered two mathematical and a batch reactor optimal control applications for evaluating the efficacy of the proposed GA. There are two user defined parameters in the proposed algorithm, namely extent of Box-Complex Assistance(BCA), and expansion/contraction factor α. Effect of both these parameters on convergence is presented in this work for the proposed GA.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: IFAC-PapersOnLine - Volume 48, Issue 8, 2015, Pages 331-336