Tailoring Generative Adversarial Networks for Smooth Airfoil Design

no code implementations • 18 Apr 2024 • Joyjit Chattoraj, Jian Cheng Wong, Zhang Zexuan, Manna Dai, Xia Yingzhi, Li Jichao, Xu Xinxing, Ooi Chin Chun, Yang Feng, Dao My Ha, Liu Yong

In the realm of aerospace design, achieving smooth curves is paramount, particularly when crafting objects such as airfoils.

Generative Adversarial Network

A Surrogate-Assisted Extended Generative Adversarial Network for Parameter Optimization in Free-Form Metasurface Design

no code implementations • 18 Oct 2023 • Manna Dai, Yang Jiang, Feng Yang, Joyjit Chattoraj, Yingzhi Xia, Xinxing Xu, Weijiang Zhao, My Ha Dao, Yong liu

Metasurfaces have widespread applications in fifth-generation (5G) microwave communication.

Drug Discovery Generative Adversarial Network

Graph Neural Network Based Surrogate Model of Physics Simulations for Geometry Design

no code implementations • 1 Feb 2023 • Jian Cheng Wong, Chin Chun Ooi, Joyjit Chattoraj, Lucas Lestandi, Guoying Dong, Umesh Kizhakkinan, David William Rosen, Mark Hyunpong Jhon, My Ha Dao

Computational Intelligence (CI) techniques have shown great potential as a surrogate model of expensive physics simulation, with demonstrated ability to make fast predictions, albeit at the expense of accuracy in some cases.