Persistent homology-based microstructural feature extraction and its correlation with mechanical properties in Mo–TiC alloys

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Authors: Ryo Muso, Kazuto Akagi, Nobuaki Sekido, Xinyu Yan, Takahiro Kaneko, Kyosuke Yoshimi
Cited by: 1
References: 31

Abstract

In this study, we applied persistent homology (pH) analysis to scanning electron microscopy backscattered electron (SEM-BSE) images of Mo–TiC alloys to extract topological descriptors and quantitatively evaluate their correlation with mechanical properties at room temperature, including 0.2% proof stress, Vickers hardness, and fracture toughness. While proof stress and hardness generally increased with increasing volume fraction of the hard TiC phase, fracture toughness exhibited a minimum near the eutectic composition and showed only a weak correlation with TiC volume fraction alone (coefficient of determination, R 2 ≈ 0.09). In contrast, the incorporation of PH-derived topological descriptors substantially improved the description of fracture toughness, resulting in R 2 ≈ 0.74, thereby revealing critical microstructural features not captured by phase fraction alone. These results demonstrate that persistent homology provides an effective means of characterizing microstructural features that govern mechanical performance, particularly for toughness, and offers a promising tool for microstructure-sensitive property prediction in multiphase materials.

Fields of Study & Subjects

Topological and Geometric Data Analysis Titanium Alloys Microstructure and Properties Advanced materials and composites

Publication details

Journal / source
International Journal of Refractory Metals and Hard Materials
Publisher
Elsevier BV
Volume
138
Pages
107721–107721
Publication date
5 February 2026
Language
EN