A Product Concept Generation and Evaluation Method Based on Knowledge

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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publication2019 IEEE 6th International Conference on Industrial Engineering and Applications, ICIEA 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages871-876
Number of pages6
ISBN (Electronic)9781728108513
DOIs
Publication statusPublished - 14 May 2019
Event6th IEEE International Conference on Industrial Engineering and Applications, ICIEA 2019 - Tokyo, Japan
Duration: 12 Apr 201915 Apr 2019

Publication series

Name2019 IEEE 6th International Conference on Industrial Engineering and Applications, ICIEA 2019

Conference

Conference6th IEEE International Conference on Industrial Engineering and Applications, ICIEA 2019
Country/TerritoryJapan
CityTokyo
Period12/04/1915/04/19

Keywords

  • function cluster
  • product design
  • similarity evaluation
  • word embedding

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