All Articles

Integrating physical metallurgy principles and machine learning for predicting continuous cooling phase transformations in steel

Physics-informed machine learning framework integrating solid solution strengthening theory for accelerated hardness prediction in high-entropy alloys

Data-driven design of high-abundance rare earth permanent magnets for low-carbon and resource-efficient production

A federated learning–driven data fusion strategy for the hardenability prediction of gear steel

Correction: Machine learning and shap-based prediction of multifactor thermal-oxidative aging behavior in glass fiber reinforced polyamide6

Machine-learning-enabled composition–process co-design of heat-resistant cast aluminum alloys with superior elevated-temperature strength

PhyMLP: an automated strategy for machine-learning potential construction via data fusion and adaptive point-sampling

Deciphering the strength-ductility trade-off in (CuNiMn)-X alloys via interpretable machine learning

Intelligent visualization-driven materials design via two-dimensional symbolic feature generation

Machine learning-enabled design and lifetime prediction of solid oxide fuel cells

Machine learning-driven morphology identification and classification of high-throughput functional oxide films

ABC₂-type short-wave infrared photodetector materials discovered via high-throughput screening and machine learning

Accelerated discovery of potential heat-resistant Al₈Cu₄X phases via high-throughput first-principles calculations

Machine learning and shap-based prediction of multifactor thermal-oxidative aging behavior in glass fiber reinforced polyamide6

Decoding donor/acceptor hierarchy in DAD triads via fragment-centric machine learning

Machine learning-assisted design of carbon nanotube-based single-atom catalysts for hydrogen evolution reaction

Machine learning-assisted high-entropy alloy discovery: a perspective

Knowledge-enabled data-driven smart design of ultra-strong ductile near-α titanium alloys under extreme conditions