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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创造力评估方法

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摘要

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 . 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:已经提出了多种度量来测量产品的创造力,但是仍然需要有效,可靠的方法来评估新产品设计的独创性。在本文中,我们介绍了一种方法,用于评估在工程设计中的构思生成活动中产生的构思的原创性。这种独创性评分方法使用决策树,该决策树的重点是在系统级别上区分设计创新。我们描述了原创性评分方法的历史和发展,并提供了其可靠性和有效性的证据。提供了完整的协议,包括针对编码人员的培训过程以及收到不同创意评分的编码概念的多个示例。我们总结了来自超过500个概念的垃圾收集系统的数据。然后,我们说明如何将独创性评分方法应用于其他设计问题。我们的独创性评分方法,“设计中的独创性评估决策树(DTOAD)”,已成为一种有用的工具,可用来识别机械工程专业不同学生之间的独创性差异。 DTOAD揭示了初学者和高年级学生之间在创造力方面的差异,并显示了从大学生涯的开始到结束,创造力的纵向增长,从而显示了课程设置如何影响创造力。 DTOAD可以应用于使用不同构想程序生成的概念,包括使用和不使用基线示例产品生成的概念,以及当个人准备好考虑其设计的不同用户时生成的概念。最后,我们展示了DTOAD与其他创造力度量(例如新颖性,固定性和关联性)的比较。

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