基于3D-SwinIR超分辨率的过渡温度场的高空间分辨率红外测量方法
Zihao Huang1, Yirui Shen2, Mingxuan Zhou2
1Beijing Key Laboratory of Lightweight Multi-Functional Composite Materials and Structures, Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China.
The Review of scientific instruments
|April 22, 2025
概括
研究人员通过提高温度场测量分辨率来增强材料动态故障分析. 一种新的3D-SwinIR超分辨率方法显著提高了空间分辨率,并减少了高速红外成像中的测量误差.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 地质物理学 地质物理学
背景情况:
- 动态材料故障在机械学和地震研究中至关重要.
- 在动态故障期间准确,高分辨率的温度测量具有挑战性.
- 附带式剪切带的热场需要精确的监测.
研究的目的:
- 在动态材料故障期间增强临时温度场测量的空间分辨率.
- 开发和验证一种新的多超分辨率方法,用于高速红外成像.
- 在动态事件中提高温度场测量的准确性.
主要方法:
- 开发了一种高速红外探测系统.
- 实施了一种新的多超分辨率方法 (3D-SwinIR),使用3D卷积块和Swin变压器.
- 通过单一结构和帽子形样本实验评估了该方法.
主要成果:
- 实现了高速红外图像的高质量超分辨率.
- 在单个结构测量中,空间分辨率提高了37%.
- 在动态负载测试中,峰值温度 (51%) 和宽度 (33%) 的测量误差减少.
结论:
- 3D-SwinIR方法显著改善了短暂温度场测量的空间分辨率.
- 该技术提供了一种高分辨率的测量方法,用于研究材料动态热反应.
- 通过精确的热分析,这些发现促进了对动态故障机制的理解.
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