کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
381488 1437501 2007 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Computational steering of a multi-objective evolutionary algorithm for engineering design
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Computational steering of a multi-objective evolutionary algorithm for engineering design
چکیده انگلیسی

The execution process of an evolutionary algorithm typically involves some trial and error. This is due to the difficulty in setting the initial parameters of the algorithm—especially when little is known about the problem domain. This problem is magnified when applied to many-objective optimisation, as care is needed to ensure that the final population of candidate solutions is representative of the trade-off surface. We propose a computational steering system that allows the engineer to interact with the optimisation routine during execution. This interaction can be as simple as monitoring the values of some parameters during the execution process, or could involve altering those parameters to influence the quality of the solutions produced by the optimisation process. The implementation of this steering system should provide the ability to tailor the client to the hardware available, for example providing a lightweight steering and visualisation client for use on a PDA.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Engineering Applications of Artificial Intelligence - Volume 20, Issue 8, December 2007, Pages 1047–1057
نویسندگان
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