High spatial resolution infrared measurement method for transient temperature field based on 3D-SwinIR super-resolutions.

IF 1.3 4区 工程技术 Q3 INSTRUMENTS & INSTRUMENTATION
Zihao Huang, Yirui Shen, Mingxuan Zhou, Manxi Chen, Heng Yang, Shuang Li, Hao-Sen Chen
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引用次数: 0

Abstract

It is crucial to study the dynamic failure of materials because such failures occur widely in the fields of mechanics and earthquakes. However, capturing high-speed, high-resolution measurements of adiabatic shear bands temperature field during dynamic failure presents significant challenges. In this study, the spatial resolution of transient temperature field measurement was improved based on the self-developed high-speed infrared detector system combined with a novel multi-frame super-resolution method (3D-SwinIR). The super-resolution method employs 3D convolutional blocks and the Swin Transformer to effectively extract both shallow and deep features from multi-frame images, achieving high-quality super-resolution of high-speed infrared images. The effectiveness of the multi-frame super-resolution method was evaluated by a single structure measurement experiment, which indicated that spatial resolution has increased by 37%. An experiment was conducted on hat-shaped specimens using 3D-SwinIR for dynamic loading temperature measurement. The measurement errors for the peak and width of the temperature field were reduced by 51% and 33%, respectively. 3D-SwinIR provided a high spatial resolution measurement method for studying the dynamic thermal response of materials.

基于3D-SwinIR超分辨率的瞬态温度场高空间分辨率红外测量方法。
由于材料的动力破坏在力学和地震领域中广泛存在,因此研究材料的动力破坏是至关重要的。然而,在动态破坏过程中获取高速、高分辨率的绝热剪切带温度场测量数据是一个重大挑战。本研究基于自主研发的高速红外探测系统,结合一种新型的多帧超分辨率方法(3D-SwinIR),提高了瞬态温度场测量的空间分辨率。超分辨率方法利用三维卷积块和Swin Transformer有效提取多帧图像的浅层和深层特征,实现高速红外图像的高质量超分辨率。通过单结构测量实验验证了多帧超分辨率方法的有效性,结果表明,该方法的空间分辨率提高了37%。利用3D-SwinIR对帽形试件进行了动态加载温度测量实验。温度场峰和宽度的测量误差分别减小了51%和33%。3D-SwinIR为研究材料动态热响应提供了一种高空间分辨率的测量方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Review of Scientific Instruments
Review of Scientific Instruments 工程技术-物理:应用
CiteScore
3.00
自引率
12.50%
发文量
758
审稿时长
2.6 months
期刊介绍: Review of Scientific Instruments, is committed to the publication of advances in scientific instruments, apparatuses, and techniques. RSI seeks to meet the needs of engineers and scientists in physics, chemistry, and the life sciences.
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