相关实验视频
Updated: Jan 31, 2026

05:04
Determining the Mechanical Strength of Ultra-Fine-Grained Metals
Published on: November 22, 2021
2.6K
具有千兆帕斯卡强度和元素金属水平可塑性的bcc固溶液合金的积极学习设计
Zhixing Wang1, Xiangyue Chen2, Dongqing Zhang1
1Center for Alloy Innovation and Design, Center for Advancing Materials Performance from the Nanoscale and Hysitron Applied Research Center in China, State Key Laboratory for Mechanical Behavior of Materials, School of Materials Science and Engineering, Xi'an Jiaotong University, Xi'an 710049, China.
概括
机器学习加速了高性能合金的发现. 一种新型合金,Ti36V14Nb22Hf22Zr1Al5,实现了高承强度 (953MPa) 和优异的拉伸柔性 (42%).
科学领域:
- 材料科学 材料科学 材料科学
- 金工业是金工业的一个方面.
- 计算材料科学科学 计算材料科学
背景情况:
- 体中心立方体 (bcc) 合金表现出高强度,但具有有限的拉伸性.
- 多主元素合金提供了增强强度-柔性组合的潜力.
- 传统的合金勘探是昂贵的,机器学习 (ML) 面临着数据稀缺的挑战.
研究的目的:
- 为快速优化合金组成开发一个ML引导的框架.
- 发现具有协同强度和可塑性的新型合金.
- 为了克服材料发现的ML中的数据稀缺性限制.
主要方法:
- 积极学习与基于物理的贝叶斯优化集成.
- 开发用于加速合金设计的ML指导框架.
- 合金机械性能和微观结构特征的表征.
主要成果:
- 发现了一种Ti-V-Nb-Hf-Zr-Al合金 (Ti36V14Nb22Hf22Zr1Al5),其屈服强度为953MPa,拉伸柔性为42%.
- 识别~1纳米的局部化学波动 (LCF),有助于高强度和延展性.
- 证明由于LCFs而增强的脱位乘数和应变硬化.
结论:
- 基于ML的框架有效地加速了高性能合金的发现.
- 缩BCC固体溶液中的LCF对于实现优越的强度-柔性协同作用至关重要.
- 这种方法对未来的材料设计和发现有很大的前景.
相关概念视频
Metallic Solids
20.6K
Metallic solids such as crystals of copper, aluminum, and iron are formed by metal atoms. The structure of metallic crystals is often described as a uniform distribution of atomic nuclei within a “sea” of delocalized electrons. The atoms within such a metallic solid are held together by a unique force known as metallic bonding that gives rise to many useful and varied bulk properties.
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
20.6K
Bonding in Metals
52.4K
Metallic bonds are formed between two metal atoms. A simplified model to describe metallic bonding has been developed by Paul Drüde called the “Electron Sea Model”.
52.4K
Recrystallization: Solid–Solution Equilibria
3.8K
Recrystallization is a purification technique used to separate impurities from solid compounds. In this technique, no chemical reactions occur. Instead, it exploits physical properties only, specifically, the solubility differences between the desired compound and impurities, either at a single temperature or at different temperatures, and under other selected conditions. The solid-solution equilibrium (solubility equilibrium) of each component in the solution represents a binary phase...
3.8K
Periodic Classification of the Elements
59.0K
The periodic table arranges atoms based on increasing atomic number so that elements with the same chemical properties recur periodically. When their electron configurations are added to the table, a periodic recurrence of similar electron configurations in the outer shells of these elements is observed. Because they are in the outer shells of an atom, valence electrons play the most important role in chemical reactions. The outer electrons have the highest energy of the electrons in an atom...
59.0K
Solution Formation
37.5K
There is no one solvent that can dissolve every type of solute. Some substances that readily dissolve in a certain solvent might be insoluble in a different solvent. A simple way to predict which substances dissolve in which solvent is the phrase "like dissolves like". This means that polar substances, such as salt and sugar, dissolve in a polar substance like water. In contrast, non-polar substances are more soluble in non-polar solvents such as carbon tetrachloride.
This selective...
This selective...
37.5K
Alkali Metals
24.6K
Group 1 elements are soft and shiny metallic solids. They are malleable, ductile, and good conductors of heat and electricity. The melting points of the alkali metals are unusually low for metals and decrease going down the group, while the density increases going down the group with the exception of potassium (Table 1).
Table 1: Properties of the alkali metals
Table 1: Properties of the alkali metals
24.6K

