Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

K Hippalgaonkar, Q Li, X Wang, JW Fisher III… - Nature Reviews …, 2023 - nature.com
As materials researchers increasingly embrace machine-learning (ML) methods, it is natural
to wonder what lessons can be learned from other fields undergoing similar developments …

Mechanical metamaterials and their engineering applications

JU Surjadi, L Gao, H Du, X Li, X Xiong… - Advanced …, 2019 - Wiley Online Library
In the past decade, mechanical metamaterials have garnered increasing attention owing to
its novel design principles which combine the concept of hierarchical architecture with …

Strain and surface engineering of multicomponent metallic nanomaterials with unconventional phases

Q Yao, Z Yu, L Li, X Huang - Chemical Reviews, 2023 - ACS Publications
Multicomponent metallic nanomaterials with unconventional phases show great prospects in
electrochemical energy storage and conversion, owing to unique crystal structures and …

Recent progress in solar‐blind deep‐ultraviolet photodetectors based on inorganic ultrawide bandgap semiconductors

C Xie, XT Lu, XW Tong, ZX Zhang… - Advanced Functional …, 2019 - Wiley Online Library
Due to its significant applications in many relevant fields, light detection in the solar‐blind
deep‐ultraviolet (DUV) wavelength region is a subject of great interest for both scientific and …

[HTML][HTML] Single-site pyrrolic-nitrogen-doped sp2-hybridized carbon materials and their pseudocapacitance

K Tian, J Wang, L Cao, W Yang, W Guo, S Liu… - Nature …, 2020 - nature.com
Integrating nitrogen species into sp 2-hybridized carbon materials has proved an efficient
means to improve their electrochemical performance. Nevertheless, an inevitable mixture of …

Extreme tensile strain states in La0.7Ca0.3MnO3 membranes

SS Hong, M Gu, M Verma, V Harbola, BY Wang, D Lu… - Science, 2020 - science.org
A defining feature of emergent phenomena in complex oxides is the competition and
cooperation between ground states. In manganites, the balance between metallic and …

Flexible ultrathin single-crystalline perovskite photodetector

H Jing, R Peng, RM Ma, J He, Y Zhou, Z Yang, CY Li… - Nano …, 2020 - ACS Publications
Flexible optoelectronic devices attract considerable attention due to their prominent role in
creating novel wearable apparatus for bionics, robotics, health care, and so forth. Although …

Achieving large uniform tensile elasticity in microfabricated diamond

C Dang, JP Chou, B Dai, CT Chou, Y Yang, R Fan… - Science, 2021 - science.org
Diamond is not only the hardest material in nature, but is also an extreme electronic material
with an ultrawide bandgap, exceptional carrier mobilities, and thermal conductivity. Straining …

[HTML][HTML] Massive interstitial solid solution alloys achieve near-theoretical strength

C Liu, W Lu, W Xia, C Du, Z Rao, JP Best… - Nature …, 2022 - nature.com
Abstract Interstitials, eg, C, N, and O, are attractive alloying elements as small atoms on
interstitial sites create strong lattice distortions and hence substantially strengthen metals …

High‐aspect‐ratio nanostructured surfaces as biological metamaterials

SG Higgins, M Becce… - Advanced …, 2020 - Wiley Online Library
Materials patterned with high‐aspect‐ratio nanostructures have features on similar length
scales to cellular components. These surfaces are an extreme topography on the cellular …