...@ie.nthu.edu.tw Email: s111034565@m111.nthu.edu.tw Email: hanklee0104@gapp.nthu.edu.tw Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . artificial intelligence clustering convolutional neural network deep learning image...

... Domain ,” ASME J. Mech. Des. , 143 ( 3 ), p. 031715 . 10.1115/1.4049533 [13] Wang , D. , Xiang , C. , Peng , Y. , Chen , A. , Zhou , X. , et al. , 2022 , “ A deep convolutional neural network for topology optimization with perceptible generalization ability ,” Eng...

... design ideation. In this study, we focus on visual design stimuli and automatically derive the vector space and the design feature vectors representing design images. The automatic vectorization approach uses a novel convolutional neural network architecture named Dual-Visual Geometry Group (VGG) aiming...