Automated Extraction of Multicomponent Alloy Data Using Large Language Models for Sustainable Design
A large language model (LLM) based pipeline is developed to automatically extract a comprehensive and accurate multicomponent alloy database from literature corpus. The extracted dataset is integrated with sustainability indicators to identify potential alloys that outperform existing industrial benchmark materials in terms of both performance and ...
Aravindan Kamatchi Sundaram +4 more
wiley +1 more source
Impact of Pre-Polymerization Thermal Modification on the Optical Resistance of Anterior Composites Against Thermal Cycling and Coffee Staining: An In Vitro Study. [PDF]
Gün Y, Gönder HY.
europepmc +1 more source
We introduce a vision‐based real‐time monitoring system for additive manufacturing that detects subtle moisture‐induced degradation via a diffusion model‐based framework. The approach enables nondestructive assessment of moisture‐induced damage level and mechanical performance and establishes a practical route toward more intelligent, reliable, and ...
Jiyoung Jung +4 more
wiley +1 more source
Numerical Modeling of RC Beams Strengthened with Non-Pretensioned and Pretensioned NSM CFRP Strips. [PDF]
Seręga S, Kotynia R.
europepmc +1 more source
Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Machine learning molecular dynamics is presented as a route to capture polarization switching, domain wall kinetics, topological polar textures, and polar mechanical coupling beyond the limits of conventional atomistic methods. This Perspective surveys recent progress and identifies key methodological directions, including long‐range electrostatics ...
Dongyu Bai +3 more
wiley +1 more source
Torsional strength and deformation characteristics of HSC deep beams reinforced with cross-inclined stirrups. [PDF]
Fawzi R, Asker HS, Yousef AM.
europepmc +1 more source
Machine Learning Prediction of the Compressive Bearing Capacity of Concrete-Filled Steel Tubes Using Random Forest. [PDF]
Su W +6 more
europepmc +1 more source
Biomechanical Study of the Preventive Effect of Different Cephalomedullary Fixation Methods on the Occurrence of Femoral Neck Fractures in Osteoporotic Femurs. [PDF]
Kook I +5 more
europepmc +1 more source
Mechanical properties of ECC connection plates in seamless Bridges. [PDF]
Xiao Z, Wang L, Huang R.
europepmc +1 more source
Generative adversarial networks for enhanced performance prediction of square CFST members under axial tension. [PDF]
Zhang H, Liu Y, Yan J.
europepmc +1 more source

