Deep Learning‐Assisted Design of Mechanical Metamaterials
Advanced Intelligent Discovery, EarlyView.This review examines the role of data‐driven deep learning methodologies in advancing mechanical metamaterial design, focusing on the specific methodologies, applications, challenges, and outlooks of this field. Mechanical metamaterials (MMs), characterized by their extraordinary mechanical behaviors derived from architected microstructures, have ...
Zisheng Zong +5 more
wiley +1 more source
Using Three Variable State Equations to Gain Insight into PEM Fuel Cell Membrane Thermodynamics. [PDF]
ACS OmegaIngarra NA, Kobus KCJ.
europepmc +1 more source
Large Language Model in Materials Science: Roles, Challenges, and Strategic Outlook
Advanced Intelligent Discovery, EarlyView.Large language models (LLMs) are reshaping materials science. Acting as Oracle, Surrogate, Quant, and Arbiter, they now extract knowledge, predict properties, gauge risk, and steer decisions within a traceable loop. Overcoming data heterogeneity, hallucinations, and poor interpretability demands domain‐adapted models, cross‐modal data standards, and ...
Jinglan Zhang +4 more
wiley +1 more source
Self‐Healing Materials from Electronically Integrated Microscopic Robots
Advanced Intelligent Systems, EarlyView.Submillimeter robots can use electronically controlled electrodeposition to assemble into a material structure. The resulting aggregate possesses ultralow density, high strength‐to‐weight ratio, and can heal from damage. Further afield, these results clear a path to materials that organize or adapt by directing matter and information at the microscale.
Lucas C. Hanson +2 more
wiley +1 more source
On the Coupling Between Cosmological Dynamics and Quantum Behavior: A Multiscale Thermodynamic Framework. [PDF]
Entropy (Basel)Warkentin A.
europepmc +1 more source
Next Generation Modeling of Glioblastoma Progression: Diffusing Through Time and Brain
Annalen der Physik, EarlyView.Glioblastoma (GBM) is a fatal brain tumor that will inevitably recur following surgical resection. Early mathematical tumor growth models used the reaction‐diffusion equation to describe the proliferation and invasion of tumor spread. However, with increasingly advanced neuroimaging technology, diffusion tensor imaging data has more recently been ...
Francesca M. Cozzi +5 more
wiley +1 more source
Modelling Volumetric Growth in Soft Solids via Residual Stress. [PDF]
J ElastHuang R, Ogden RW, Penta R.
europepmc +1 more source
Thermodynamic Limit of Electroluminescent Refrigeration Devices. [PDF]
Entropy (Basel)Islam ANMF, Ghiaasiaan SM, Zhang ZM.
europepmc +1 more source
Real-time measurement of entropy production and export in humans: A step toward entropically informed medicine. [PDF]
Ann N Y Acad SciBrodeur N +3 more
europepmc +1 more source