Inverse design of Non-parameterized Ventilated Acoustic Resonator via Variational Autoencoder with Acoustic Response-encoded Latent Space. - Min Woo Cho; Seok Hyeon Hwang; Jun-Young Jang; Jin Yeong Song; Sun-kwang Hwang; Kyoung Je Cha; Dong Yong Park; Kyungjun Song; Sang Min Park (CoRR, 2024)

Beyond the limits of parametric design: Latent space exploration strategy enabling ultra-broadband acoustic metamaterials. - Min Woo Cho; Seok Hyeon Hwang; Jun-Young Jang; Sun-kwang Hwang; Kyoung Je Cha; Dong Yong Park; Kyungjun Song; Sang Min Park (Eng. Appl. Artif. Intell., 2024)

Inverse design of non-parametric acoustic metamaterials via transfer-learned dual variational autoencoder with latent space-based data augmentation. - Keon Ko; Min Woo Cho; Kyungjun Song; Dong Yong Park; Sang Min Park (Eng. Appl. Artif. Intell., 2025)