Machine learning driven forward prediction and inverse design for 4D printed hierarchical architecture with arbitrary shapes

Published in Applied Materials Today, 2024

Recommended citation: Liuchao Jin, Shouyi Yu, Jianxiang Cheng, Haitao Ye, Xiaoya Zhai, Jingchao Jiang, Kang Zhang, Bingcong Jian, Mahdi Bodaghi, Qi Ge, Wei-Hsin Liao. (2024). "Machine learning driven forward prediction and inverse design for 4D printed hierarchical architecture with arbitrary shapes." Applied Materials Today. 40. pp. 113086. https://doi.org/10.1016/j.apmt.2024.102373