A Product Concept Generation and Evaluation Method Based on Knowledge

Xi Chen, Lin Gong, Fang Liu, Jinyi Wang, Ya Tang

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Conceptual design is an important stage in product design, and function design is the basis of conceptual design. But the product that rely on the designer's experience always exists preferences and defects because of the limitations of designer's knowledge. To solve this problem, this paper proposed a product concept generation and evaluation method based on knowledge. Firstly, we adopted syntactic dependency parsing (SDP) to extract the main semantics structures from the existing product in the market. Secondly, word embedding was adopted for the vectorization of the main function structure, then a product base and a function base was constructed. Normally, every kind of product has its basic types of functions, so we used K-means to classify the functions. We then randomly choose a function from each cluster to combine a new product. As for the evaluation of each product, we calculated quantitatively the novelty, diversity and feasibility of solutions by semantic similarity. According to the comparison of the solutions and the existed products in novelty, diversity and feasibility. We can deduce that our methodology is feasible.

源语言英语
主期刊名2019 IEEE 6th International Conference on Industrial Engineering and Applications, ICIEA 2019
出版商Institute of Electrical and Electronics Engineers Inc.
871-876
页数6
ISBN(电子版)9781728108513
DOI
出版状态已出版 - 14 5月 2019
活动6th IEEE International Conference on Industrial Engineering and Applications, ICIEA 2019 - Tokyo, 日本
期限: 12 4月 201915 4月 2019

出版系列

姓名2019 IEEE 6th International Conference on Industrial Engineering and Applications, ICIEA 2019

会议

会议6th IEEE International Conference on Industrial Engineering and Applications, ICIEA 2019
国家/地区日本
Tokyo
时期12/04/1915/04/19

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