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REAPER: Rapid Evolutionary Algorithm Prototyping and Experiment Reporting

机译:收割者:快速进化算法原型设计和实验报告

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The Rapid Evolutionary Algorithm Prototyping and Experiment Reporting (REAPER) framework presented in this paper is designed to assist in the prototyping and testing of Evolutionary Algorithms using a MATLAB Graphical User Interface (GUI). The REAPER framework provides an attractive easy-to-use alternative to current prototyping frameworks for both researchers inside and outside of the Evolutionary Computation (EC) community. The novelty in the REAPER frameworks approach is subject to the proposition that there should be an expansion of the set of criteria rapid prototyping frameworks should meet, to make them easier to use. The proposed expansion includes the current set of genericity criteria, supplemented by the addition of a set of easy-to-use criteria. The REAPER framework is compared to seven state-of-the-art EC frameworks in meeting both the genericity and the proposed easy-to-use criteria. REAPER is the only framework that satisfied all the genericity criteria and proposed easy-to-use criteria. The key attributes of REAPER are illustrated in an example, showing the complete process from the design of the objective function, and prototype algorithm, to the comparative analysis and reporting of results.
机译:本文介绍的快速进化算法原型和实验报告(REAPER)框架旨在帮助使用MATLAB图形用户界面(GUI)进行进化算法的原型设计和测试。 REAPER框架为演化计算(EC)社区内部和外部的研究人员提供了一种有吸引力的,易于使用的替代当前原型框架的方法。 REAPER框架方法的新颖性取决于以下命题,即快速原型框架应满足的一组标准应予以扩展,以使其更易于使用。拟议的扩展包括当前的通用性标准集,并补充了一组易于使用的标准。在满足通用性和拟议的易于使用的标准方面,将REAPER框架与七个最新的EC框架进行了比较。 REAPER是唯一满足所有通用性标准和提议的易于使用的标准的框架。在一个示例中说明了REAPER的关键属性,该示例显示了从目标函数的设计,原型算法到比较分析和结果报告的完整过程。

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