Virtual data-based generative optimization using domain-adaptive designable data augmentation (DADDA): Application to electric vehicle design

•Virtual data-based generative optimization for new engineering system design.•Domain adaptive-designable data augmentation with a small amount of design data.•Simultaneous optimization of generator training and engineering performance design.•Optimal design solution for the early concept design of electric vehicles.