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Single and multi-objective genetic operators in object-oriented conceptual software design

机译:面向对象概念软件设计中的单目标和多目标遗传算子

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This poster paper investigates the potential of single and multi-objective genetic operators with an object-oriented conceptual design space. Using cohesion as an objective fitness function, genetic operators inspired by genetic algorithms and evolutionary programming are compared against a simple case study. Also, using both cohesion and coupling as objective fitness functions, multi-objective genetic operators inspired by a non-dominated sorting algorithm have been developed. Cohesion and coupling values achieved are similar to human performed designs and a large number and variety of optimal solutions are arrived at, which could not have been produced by the human software engineer. We conclude that this mass of optimal design variants offers significant potential for design support when integrated with user-centric, computationally intelligent tools.
机译:这篇海报研究了具有面向对象的概念设计空间的单目标和多目标遗传算子的潜力。使用内聚作为目标适应性函数,将遗传算法和进化规划启发的遗传算子与一个简单的案例研究进行了比较。同样,使用内聚和耦合作为目标适应度函数,开发了一种由非支配排序算法启发的多目标遗传算子。达到的内聚力和耦合值与人工设计相似,并且可以找到大量和各种各样的最佳解决方案,这是人类软件工程师无法提供的。我们得出结论,当与以用户为中心的计算智能工具集成在一起时,大量的最佳设计变体为设计支持提供了巨大的潜力。

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