Perspective: Machine learning in design for 3D/4D printing

X Sun, K Zhou, F Demoly… - Journal of Applied …, 2024 - asmedigitalcollection.asme.org
Abstract 3D/4D printing offers significant flexibility in manufacturing complex structures with
a diverse range of mechanical responses, while also posing critical needs in tackling …

Machine learning-enabled forward prediction and inverse design of 4D-printed active plates

X Sun, L Yue, L Yu, CT Forte, CD Armstrong… - Nature …, 2024 - nature.com
Shape transformations of active composites (ACs) depend on the spatial distribution of
constituent materials. Voxel-level complex material distributions can be encoded by 3D …

Physics-aware differentiable design of magnetically actuated kirigami for shape morphing

L Wang, Y Chang, S Wu, RR Zhao, W Chen - Nature Communications, 2023 - nature.com
Shape morphing that transforms morphologies in response to stimuli is crucial for future
multifunctional systems. While kirigami holds great promise in enhancing shape-morphing …

Stimuli-Responsive Fiber/Fabric Actuators for Intelligent Soft Robots: from Current Progress to Future Opportunities

M Zheng, M Liu, Y Cheng, W Chen, L Wang, X Qin - Nano Energy, 2024 - Elsevier
Bioinspired soft actuators with adaptive, reconfigurable, and multifunctional features have
gained increasing attention in soft-robotic applications of intelligent responsive devices …

Electrothermally controlled origami fabricated by 4D printing of continuous fiber-reinforced composites

Y Wang, H Ye, J He, Q Ge, Y Xiong - Nature Communications, 2024 - nature.com
Active origami capable of precise deployment control, enabling on-demand modulation of its
properties, is highly desirable in multi-scenario and multi-task applications. While 4D …

Digital Laser Direct Writing of Internal Stress in Shape Memory Polymer for Anticounterfeiting and 4D Printing

W Peng, H Mu, X Liang, X Zhang, Q Zhao… - ACS Macro …, 2023 - ACS Publications
Shape memory polymers (SMPs) are a type of smart shape-shifting material that can
respond to various stimuli. Their shape recovery pathway is determined by the internal …

Shape Memory Polymers with Patternable Recovery Onset Regulated by Light

J Huang, L Qiu, C Ni, G Chen, Q Zhao - Advanced Materials, 2024 - Wiley Online Library
Shape memory polymers (SMPs) show attractive prospects in emerging fields such as soft
robots and biomedical devices. Although their typical trigger‐responsive character offers the …

Edible Origami Actuators Using Gelatin-Based Bioplastics

SJ Matonis, B Zhuang, AF Bishop… - ACS Applied Polymer …, 2023 - ACS Publications
The potential of ingestible medical devices can be greatly enhanced through the use of
smart structures made from stimuli-responsive materials. While hydration is a convenient …

Four-dimensional printing of polymer-derived ceramics with high-resolution, reconfigurability, and shape memory effects

D Kong, A Guo, H Wu, X Li, J Wu, Y Hu, P Qu… - Additive …, 2024 - Elsevier
Owing to their high thermal stability, oxidation resistance, and corrosion resistance, polymer-
derived ceramics (PDCs) have attracted extensive attentions to fabricate complex-shaped …

Mechanical metamaterials fabricated from self-assembly: A perspective

H Jin, HD Espinosa - Journal of Applied Mechanics, 2024 - asmedigitalcollection.asme.org
Mechanical metamaterials, whose unique mechanical properties stem from their structural
design rather than material constituents, are gaining popularity in engineering applications …