A fuzzy CBR technique for generating product ideas

被引:58
作者
Wu, Muh-Cherng [1 ]
Lo, Ying-Fu [1 ]
Hsu, Shang-Hwa [1 ]
机构
[1] Natl Chiao Tung Univ, Dept Ind Engn & Management, Hsinchu, Taiwan
关键词
new product development; case-based reasoning; fuzzy CBR; fuzzy AHP;
D O I
10.1016/j.eswa.2006.09.018
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a fuzzy CBR (case-based reasoning) technique for generating new product ideas from a product database for enhancing the functions of a given product (called the baseline product). In the database, a product is modeled by a 100-attribute vector, 87 of which are used to model the use-scenario and 13 are used to describe the manufacturing/recycling features. Based on the use-scenario attributes and their relative weights - determined by a fuzzy AHP technique, a fuzzy CBR retrieving mechanism is developed to retrieve product-ideas that tend to enhance the functions of the baseline product. Based on the manufacturing/recycling features, a fuzzy CBR mechanism is developed to screen the retrieved product ideas in order to obtain a higher ratio of valuable product ideas. Experiments indicate that the retrieving-and-filtering mechanism outperforms the prior retrieuing-only mechanism in terms of generating a higher ratio of valuable product ideas. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:530 / 540
页数:11
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