Due to the development of construction techniques and improvements in the quality of construction materials, structures have become higher, larger, and more complex with increased service life.

In this paper, we present an inverse design framework based on the finite element method (FEM) tailored for 4D printed structures capable of undergoing programmable, stimulus-responsive shape ...