摘要
TiZrNbHf multi-principal element alloy films were fabricated via magnetron sputtering co-deposition. The phase composition, microstructure, and mechanical properties of the samples were characterized using X-ray diffractometer (XRD), scanning electron microscope (SEM), energy-dispersive spectroscope (EDS), and nanoindenter. High-throughput biocompatibility screening of individual composition spots was performed through the construction of discrete biological culture wells. With the aid of machine learning-assisted screening, this work proposed a novel paradigm for designing low-modulus alloys. The results show that the TiZrNbHf multi-principal alloy samples all exhibit a body-centered cubic structure, with Young's modulus and hardness ranging from 15-93 GPa and 1.7-4.8 GPa, respectively. Cytotoxicity tests reveal that optical density values concentrate in the range of 0.75-0.90, demonstrating good biocompatibility. Using a random forest regression model with Ti, Zr, Nb, and Hf as input variables, the influence of each element on Young's modulus was analyzed, revealing that Nb has the most significant effect. By combining Latin hypercube sampling, a predictive dataset was constructed, leading to the design and calculation of three types of low-modulus alloy. This approach provides a theoretical foundation and data support for low-modulus alloy design.
| 投稿的翻译标题 | Design and Biological Properties Screening of Medical Low-Modulus TiZr-Based Multi-principal Element Alloys |
|---|---|
| 源语言 | 繁体中文 |
| 页(从-至) | 2342-2350 |
| 页数 | 9 |
| 期刊 | Xiyou Jinshu Cailiao Yu Gongcheng/Rare Metal Materials and Engineering |
| 卷 | 55 |
| 期 | 9 |
| DOI | |
| 出版状态 | 已出版 - 9月 2026 |
关键词
- biological properties
- high-throughput
- low modulus
- TiZr multi-principal element alloy
学术指纹
探究 '医用低模量 TiZr 基多主元合金的设计及生物学性能筛选' 的科研主题。它们共同构成独一无二的学术指纹。引用此
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