کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
480882 1446109 2011 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A software framework based on a conceptual unified model for evolutionary multiobjective optimization: ParadisEO-MOEO
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
A software framework based on a conceptual unified model for evolutionary multiobjective optimization: ParadisEO-MOEO
چکیده انگلیسی

This paper presents a general-purpose software framework dedicated to the design and the implementation of evolutionary multiobjective optimization techniques: ParadisEO-MOEO. A concise overview of evolutionary algorithms for multiobjective optimization is given. A substantial number of methods has been proposed so far, and an attempt of conceptually unifying existing approaches is presented here. Based on a fine-grained decomposition and following the main issues of fitness assignment, diversity preservation and elitism, a conceptual model is proposed and is validated by regarding a number of state-of-the-art algorithms as simple variants of the same structure. This model is then incorporated into the ParadisEO-MOEO software framework. This framework has proven its validity and high flexibility by enabling the resolution of many academic, real-world and hard multiobjective optimization problems.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: European Journal of Operational Research - Volume 209, Issue 2, 1 March 2011, Pages 104–112
نویسندگان
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