2 papers
physics.data-an2021
Effect of pseudo datasets for the classification-based engineering design
Xianping Du, Kai Zhang, Onur Bilgen +2
Machine learning classification techniques have been used widely to recognize the feasible design domain and discover hidden patterns in engineering design. An accurate classificat…
cs.LG2020
Understanding the effect of hyperparameter optimization on machine learning models for structure design problems
Xianping Du, Hongyi Xu, Feng Zhu
To relieve the computational cost of design evaluations using expensive finite element simulations, surrogate models have been widely applied in computer-aided engineering design.…