2 papers
cs.LG2022
An Adaptive and Scalable ANN-based Model-Order-Reduction Method for Large-Scale TO Designs
Ren Kai Tan, Chao Qian, Dan Xu +1
Topology Optimization (TO) provides a systematic approach for obtaining structure design with optimum performance of interest. However, the process requires numerical evaluation of…
cs.LG2021
An adaptive artificial neural network-based generative design method for layout designs
Chao Qian, Renkai Tan, Wenjing Ye
Layout designs are encountered in a variety of fields. For problems with many design degrees of freedom, efficiency of design methods becomes a major concern. In recent years, mach…