2 papers
cs.CE2025
A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design
Xinyu Jin, Shengmao Yan, Qingtao Wang +3
The core challenge in automotive exterior design is balancing subjective aesthetics with objective aerodynamic performance while dramatically accelerating the development cycle. To…
cs.LG2025
Generative method for aerodynamic optimization based on classifier-free guided denoising diffusion probabilistic model
Shisong Deng, Qiang Zhang, Zhengyang Cai
Inverse design approach, which directly generates optimal aerodynamic shape with neural network models to meet designated performance targets, has drawn enormous attention. However…