基于高级表征的机器学习框架和对辐射环状U-10Zr金属燃料的定量洞察力
Fei Xu1, Lu Cai1, Daniele Salvato1
1Idaho National Laboratory, Idaho Falls, ID, 83401, USA.
Scientific reports
|June 30, 2023
概括
本研究引入了一种机器学习方法,用于快速评估核燃料微观结构. 它量化了U-10Zr金属燃料的微结构变化,这些金属燃料在冷快反应堆中被辐射.
科学领域:
- 核工程 核工程是指核工程.
- 材料科学 材料科学 材料科学
- 计算科学 计算科学
背景情况:
- U-10Zr金属燃料是下一代冷快频反应堆的主要候选者.
- 现有的燃料性能知识在很大程度上是工程规模的,缺乏对辐射期间微观结构演变的机械理解.
- 在快速微观结构评估和从辐射后检查数据的属性预测工具中存在差距.
研究的目的:
- 开发和验证一个支持机器学习的工作流程,以快速量化评估辐射核燃料微结构.
- 分析原型U-10Zr环状金属燃料中的微观结构演变和性能降解.
- 揭示燃料中的二次相分布和组成变化.
主要方法:
- 使用机器学习工作流程与域名知识集成.
- 采用了来自先进的辐射后检查显微镜的大数据集.
- 应用工作流来评估两个反应器辐射的U-10Zr环状金属燃料中的微结构.
主要成果:
- 成功提供了燃料微观结构的快速和量化评估.
- 揭示了带有的二次相的分布和在辐射位置上的宪法再分配.
- 在温度梯度上量化了七个不同的微观结构的比率,并比较了裂变气体孔分布.
结论:
- 机器学习工作流程使得辐射核燃料微结构的高效和准确的表征成为可能.
- 这种方法解决了对先进工具的需求,以了解燃料性能和降解机制.
- 这些发现有助于开发和部署先进的核燃料系统.
相关概念视频
Nuclear Transmutation
17.6K
Nuclear transmutation is the conversion of one nuclide into another. It can occur by the radioactive decay of a nucleus, or the reaction of a nucleus with another particle. The first manmade nucleus was produced in Ernest Rutherford’s laboratory in 1919 by a transmutation reaction, the bombardment of one type of nuclei with other nuclei or with neutrons. Rutherford bombarded nitrogen-14 atoms with high-speed α particles from a natural radioactive isotope of radium and observed...
17.6K
Radiation: Applications
1.2K
The average temperature of Earth is the subject of much current discussion. Earth is in radiative contact with both the Sun and dark space; it receives almost all its energy from the radiation of the Sun and reflects some of it into outer space. Dark space is very cold, about 3 K, so Earth radiates energy into it. For instance, heat transfer occurs from soil and grasses, the rate of which can be so rapid that frost can occur on clear summer evenings, even in warm latitudes.
The average...
The average...
1.2K
Nuclear Power
7.9K
Controlled nuclear fission reactions are used to generate electricity. Any nuclear reactor that produces power via the fission of uranium or plutonium by bombardment with neutrons has six components: nuclear fuel consisting of fissionable material, a nuclear moderator, a neutron source, control rods, reactor coolant, and a shield and containment system.
Nuclear Fuels
Nuclear fuel consists of a fissile isotope, such as uranium-235, which must be present in sufficient quantity to provide a...
Nuclear Fuels
Nuclear fuel consists of a fissile isotope, such as uranium-235, which must be present in sufficient quantity to provide a...
7.9K


