[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review

L **, X Zhai, K Wang, K Zhang, D Wu, A Nazir, J Jiang… - Materials & Design, 2024 - Elsevier
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …

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

L **, S Yu, J Cheng, H Ye, X Zhai, J Jiang… - Applied Materials …, 2024 - Elsevier
The forward prediction and inverse design of 4D printing have primarily focused on 2D
rectangular surfaces or plates, leaving the challenge of 4D printing parts with arbitrary …

Exploring the Shift from 3D Printing to 4D Printing: A Review

SK Sood, YS Lamba, AK Singh - IEEE Sensors Journal, 2025 - ieeexplore.ieee.org
The advent of Three-Dimensional (3D) printing has revolutionized industries, while Four-
Dimensional (4D) printing introduces dynamic shape changes over time, driven by materials …

Unlocking the potential of low-melting-point alloys integrated extrusion additive manufacturing: insights into mechanical behavior, energy absorption, and electrical …

L **, X Zhai, K Zhang, J Jiang - Progress in Additive Manufacturing, 2024 - Springer
Additive manufacturing is a commonly used manufacturing method in complex part
fabrication, instant assemblies, part consolidation, mass customization and personalization …

Autonomous inverse encoding guides 4D nanoprinting for highly programmable shape morphing

S Ren, Z Zhang, R He, J Fan, G Wang… - … Journal of Extreme …, 2025 - iopscience.iop.org
Highly programmable shape morphing of 4D-printed micro/nanostructures are urgently
desired for applications in robotics and intelligent systems. However, due to the lack of …

Advancements and applications of 4D bioprinting in biomedical science

H Eskizengin, C Ergun - Chinese Journal of Polymer Science, 2024 - Springer
The constraints of traditional 3D bioprinting are overcome by 4D bioprinting integrating with
adaptable materials over time, resulting in dynamic, compliant, and functional biological …