First-principles investigation of bandgap engineering and stability of LiBeZ (Z = P, As) half-Heusler alloys for optoelectronic and thermoelectric applications. [PDF]
Guji KW, Geleta TA, Bouri N, Rehman ZU.
europepmc +1 more source
Deep Learning‐Assisted Design of Mechanical Metamaterials
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
DFT-based exploration of XMnCrZ (X = Ni, Ti; Z = Sn, Sb) quaternary heusler alloys for structural and multifunctional properties. [PDF]
K SP +4 more
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Suha Wazzan, Sakander Hayat, Wafi Ismail
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Large Language Model in Materials Science: Roles, Challenges, and Strategic Outlook
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
Machine learning and data-driven methods in computational surface and interface science. [PDF]
Hörmann L, Stark WG, Maurer RJ.
europepmc +1 more source
Machine learning estimating paracetamol solubility in supercritical CO<sub>2</sub> by utilization of K-nearest neighbor regression and metaheuristic algorithms. [PDF]
Thajudeen KY +3 more
europepmc +1 more source
A Machine Learning Framework for Modeling Ensemble Properties of Atomically Disordered Materials. [PDF]
Fang Z, Hsu TW, Yan Q.
europepmc +1 more source
Linking Optimization Success and Stability of Finite-Time Thermodynamics Heat Engines. [PDF]
Gonzalez-Ayala J +6 more
europepmc +1 more source
An approach towards next-generation hydrogen storage: a DFT study on A<sub>2</sub>LiTiH<sub>6</sub> (A = K, Ca) perovskite hydrides. [PDF]
Ullah MA +7 more
europepmc +1 more source

