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一种基于决策树的工程设计创造力评估方法。

A Decision Tree Based Methodology for Evaluating Creativity in Engineering Design.

作者信息

Kershaw Trina C, Bhowmick Sankha, Seepersad Carolyn Conner, Hölttä-Otto Katja

机构信息

Department of Psychology, University of Massachusetts Dartmouth, Dartmouth, MA, United States.

Department of Mechanical Engineering, University of Massachusetts Dartmouth, Dartmouth, MA, United States.

出版信息

Front Psychol. 2019 Jan 25;10:32. doi: 10.3389/fpsyg.2019.00032. eCollection 2019.

Abstract

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.

摘要

人们已经提出了多种指标来衡量产品的创造力,但仍需要有效、可靠的方法来评估新产品设计的原创性。在本文中,我们介绍了一种方法,用于评估在工程设计中的创意生成活动中产生的概念的原创性。这种原创性评分方法使用了一个以区分系统层面的设计创新为核心的决策树。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。我们提供了一个完整的方案,包括编码员的培训程序以及获得不同原创性分数的编码概念的多个示例。我们总结了Kershaw等人(2015年)对500多个垃圾收集系统概念的评分数据。然后,我们展示了原创性评分方法如何应用于不同的设计问题。我们的原创性评分方法,即设计原创性评估决策树(DTOAD),已成为识别不同机械工程专业学生群体之间原创性差异的有用工具。DTOAD揭示了初学者和高级学生在创造力方面的横截面差异,并显示了从本科生涯开始到结束创造力的纵向增长,从而展示了课程如何影响创造力。DTOAD可以应用于使用不同构思程序产生的概念,包括有和没有基线示例产品时产生的概念,以及当个体在设计时被引导去思考不同用户时产生的概念。最后,我们展示了DTOAD与其他创造力测量方法(如新颖性、固着性和联想距离)的比较。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9abc/6357673/07b624397a9e/fpsyg-10-00032-g001.jpg

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