Programmable shape-morphing in hydrogels typically requires complex chemical gradients or oriented fillers, which strongly limits its scalability. Here, we design a geometric strategy to induce anisotropic deformation in homogeneous hygroscopic hydrogels through interfacial confinement. By mechanically interlocking t...
Thermal transport across interfaces is a critical bottleneck in the thermal management of modern microelectronics, particularly as devices scale toward the nanoscale with increasingly high-power densities. While bulk material properties are well understood, the physics governing heat transfer at interfaces, defined by...
Yi-Xin Xu, Xing Xiang, Wen-Xiang Liu et al.· Physical Chemistry, Chemical...· 0 citations
An artificial intelligence framework that incorporates a physics-constrained inverse-design system (PHICS) built upon a directed acyclic graph (DAG) architecture for CPCMs, integrating interface, phase, and carrier engineering.
Dong-Liang Ding, Min-Hao Zou, Ruo-Yu Huang et al.· National Science Review· 0 citations
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