کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1179781 1491542 2014 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Multi-objective differential evolution with ranking-based mutation operator and its application in chemical process optimization
ترجمه فارسی عنوان
تفاضل تکامل چند هدفه با اپراتور جهش مبتنی بر رتبه بندی و کاربرد آن در بهینه سازی روند شیمیایی
کلمات کلیدی
بهینه سازی پویا، بهینه سازی چند هدفه، تکامل دیفرانسیل، اپراتور جهش مبتنی بر رتبه بندی
موضوعات مرتبط
مهندسی و علوم پایه شیمی شیمی آنالیزی یا شیمی تجزیه
چکیده انگلیسی


• A new multi-objective differential evolution variant MODE-RMO is proposed.
• Ranking-based mutation operator is used to enhance the performance of MODE.
• The performance of MODE-RMO is evaluated in solving ten test functions.
• MODE-RMO is applied to solve three multi-objective dynamic optimization problems.

Dynamic optimization problems in chemical processes are often quite challenging because these problems often involve multiple and conflicting objectives. To solve the multi-objective dynamic optimization problems (MDOPs), in this paper, we propose a new multi-objective differential evolution (MODE) variant, named MODE-RMO for short, inspired by the phenomenon that good individuals which contain good information often have more chance to be utilized to guide other individuals. In MODE-RMO, the ranking-based mutation operator is integrated into the MODE algorithm to accelerate the convergence speed, and thus enhance the performance. The performance of our proposed algorithm is firstly evaluated in ten test functions and compared with other MOEAs. The results demonstrate that MODE-RMO can generate Pareto optimal fronts with satisfactory convergence and diversity. Finally, MODE-RMO is applied to solve three MDOPs taken from literature using control vector parameterization. The obtained results indicate that MODE-RMO is an effective and efficient approach for MDOPs.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Chemometrics and Intelligent Laboratory Systems - Volume 136, 15 August 2014, Pages 85–96
نویسندگان
, , ,