توزیع محاسبات تکاملی در یک محیط چند عامله شبکه شده
|کد مقاله||سال انتشار||مقاله انگلیسی||ترجمه فارسی||تعداد کلمات|
|52495||2011||15 صفحه PDF||سفارش دهید||9076 کلمه|
Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)
Journal : Mathematical and Computer Modelling, Volume 53, Issues 5–6, March 2011, Pages 1167–1181
It has become increasingly popular to employ evolutionary algorithms to solve problems in different domains, and parallel models have been widely used for performance enhancement. Instead of using parallel computing facilities or public computing systems to speed up the computation, we propose to implement parallel evolutionary computation models on networked personal computers (PCs) that are locally available and manageable. To realize the parallelism, a multi-agent system is presented in which mobile agents play the major roles to carry the code and move from machine to machine to complete the computation dynamically. To evaluate the proposed approach, we use our multi-agent system to solve two types of time-consuming applications. Different kinds of experiments were conducted to assess the developed system, and the preliminary results show its promise and efficiency.