March 20, 2026
Journal Article

Assessing Thin Films as Predictors of Bulk Properties in High-Throughput Alloy Design

Abstract

Thin-film deposition is being proposed as a primary method to rapidly screen new compositions for high-throughput alloy design, but its effectiveness in predicting bulk alloy behavior remains uncertain. This study compares the microstructure and mechanical properties of thin-film and bulk refractory high-entropy alloys (RHEAs) to evaluate the reliability of thin-film-based screening. A five element, NbMoTaTiV RHEA was selected, with elemental variations generating 15 thin-film alloys, of which five were synthesized via arc melting for bulk property comparison. Phase analysis confirmed that both thin films and bulk alloys exhibit a single-phase BCC structure, suggesting that thin films can successfully help predict phase formation. However, elemental distribution analysis revealed no chemical segregation in thin films, whereas bulk alloys exhibited composition-dependent segregation patterns that remained stable even after 24 hours of heat treatment at 1200°C, highlighting challenges in homogenization. While nano-hardness trends in thin films aligned with bulk Vickers hardness, discrepancies were observed in certain compositions. Moreover, quasi-static compression testing showed that hardness alone is not a reliable predictor of yield strength (YS). Specifically, a composition, which exhibited the highest hardness, had the lowest YS and ductility. These findings demonstrate that thin-film screening alone cannot fully capture bulk mechanical performance due to the influence of segregation and microstructural inhomogeneities. While thin films provide a useful initial assessment of phase stability and hardness trends, bulk-scale validation remains essential for selecting alloys for structural applications.

Published: March 20, 2026

Citation

Wanni J., C. Lee, D. Neelakandan, B. Derby, O. El Atwani, J.A. Valdez, and M. Gao, et al. 2025. Assessing Thin Films as Predictors of Bulk Properties in High-Throughput Alloy Design. Materials & Design 254:114063. PNNL-SA-217222. doi:10.1016/j.matdes.2025.114063

Research topics