... 2021 data mining feature extraction online data In the manufacturing industry, product launch consists of several tasks, including product design, marketing planning, product development, quality examination, assembly, and production [ 1 ]. It is a cyclic process due to engineering...

... engineering design artificial intelligence analogy design-by-analogy data-driven design data science data mining machine learning computer-aided design design theory and methodology National Natural Science Foundation of China 10.13039/501100001809 52035007 51975360 Design...

.... , Cheng , Y. , Xie , Y. , Honbo , D. , Agrawal , A. , Palsetia , D. , Lee , K. , Liao , W. , and Choudhary , A. , 2011 , “ SES: Sentiment Elicitation System for Social Media Data ,” 11th International Conference on Data Mining Workshops , Vancouver, BC, Canada, Dec. 11, pp...

.... Comput. Inf. Sci. Eng. , 9 ( 4 ), 041004 . 10.1115/1.3243634 4 Tucker , C. S. , and Kim , H. M. , 2008 , “ Optimal Product Portfolio Formulation by Merging Predictive Data Mining With Multilevel Optimization ,” Trans. ASME J. Mech. Des. , 130 , pp. 991 – 1000 . 10.1115/1.2838336...

... approximation and visual data-mining, and resulted in two major gains regarding computational time and data interpretation. The Kriging model for response surface approximation can markedly reduce the computational time for predictions of robustness. In addition, the use of self-organizing maps as a data-mining...

...Conrad S. Tucker; Harrison M. Kim This paper addresses two important fundamental areas in product family formulation that have recently begun to receive great attention. First is the incorporation of market demand that we address through a data mining approach where realistic customer preference...

... decision perspective. It is embedded within a genetic algorithm setup to capture the buried, transient, yet inherent data pattern in the design evolution based on the principles of data mining, which are then used to improve the overall performance and effectiveness of surrogate-model-based design...