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A Decision Tree Based Methodology for Evaluating Creativity in Engineering Design

机译:基于决策树的工程设计中的创造性的方法论

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Multiple metrics have been proposed to measure the creativity of products, yet there is still a need for effective, reliable methods to assess the originality of new product designs. In the present article we introduce a method to assess the originality of concepts that are produced during idea generation activities within engineering design. This originality scoring method uses a decision tree that is centered around distinguishing design innovations at the system level. We describe the history and the development of our originality scoring method, and provide evidence of its reliability and validity. A full protocol is provided, including training procedures for coders and multiple examples of coded concepts that received different originality scores. We summarize data from over 500 concepts for garbage collection systems that were scored by Kershaw et al. (2015) . We then show how the originality scoring method can be applied to a different design problem. Our originality scoring method, the Decision Tree for Originality Assessment in Design (DTOAD), has been a useful tool to identify differences in originality between various cohorts of Mechanical Engineering students. The DTOAD reveals cross-sectional differences in creativity between beginning and advanced students, and shows longitudinal growth in creativity from the beginning to the end of the undergraduate career, thus showing how creativity can be influenced by the curriculum. The DTOAD can be applied to concepts produced using different ideation procedures, including concepts produced both with and without a baseline example product, and concepts produced when individuals are primed to think of different users for their designs. Finally, we show how our the DTOAD compares to other measurements of creativity, such as novelty, fixation, and remoteness of association.
机译:已经提出了多个指标来衡量产品的创造力,但仍然需要有效,可靠的方法来评估新产品设计的原创性。在本文中,我们介绍一种评估在工程设计中的想法生成活动期间产生的概念的原创性的方法。此原创评分方法使用围绕系统级别的区别设计创新的决策树。我们描述了我们最初的评分方法的历史和发展,并提供了可靠性和有效性的证据。提供完整协议,包括用于编码器的培训程序和接收不同的原始性分数的编码概念的多个示例。我们总结了由Kershaw等人评分的垃圾收集系统中的500多个概念的数据。 (2015)。然后,我们展示了如何应用于不同的设计问题的原创性评分方法。我们的原创评分方法是设计(DToad)中的原始性评估的决策树,是一个有用的工具,可以识别机械工程学生各种队列之间的原创性差异。 DToad揭示了开始和高级学生之间创造力的横断面差异,并从本科事业开始到结束时创造力的纵向增长,从而展示了创造性如何受到课程的影响。 DToad可以应用于使用不同的想法程序产生的概念,包括在没有基线示例产品的情况下产生的概念,并且当个人被灌注以考虑不同用户时,产生的概念。最后,我们展示了我们的DToad如何比较了创造力的其他测量,如新奇,固定和关联的遥感。

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