改进单相机双波长成像热像仪的图像处理,用于先进的激光粉末床熔合熔池原位测量

IF 3.7 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Precision Engineering-Journal of the International Societies for Precision Engineering and Nanotechnology Pub Date : 2025-05-01 Epub Date: 2024-12-26 DOI:10.1016/j.precisioneng.2024.12.013
Md Jahangir Alam, Haolin Zhang, Xiayun Zhao
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引用次数: 0

摘要

针对激光粉末床熔融(LBPF)增材制造(AM)过程中熔池(MP)温度分布的原位测量,采用了单相机双波长成像热测量(STWIP)技术。使用这种STWIP方法进行精确的时间和空间分辨MP温度场测量需要精确的像素级双波长强度比剖面,这高度依赖于光学对准和相机的光谱灵敏度以及其他因素。因此,开发一种准确、鲁棒、快速的变换方法对STWIP系统获取的双波长图像进行可靠、有效的映射是至关重要的。在这项工作中,我们提出了一种基于Blob分析的MP引导图像变换(BMPIT)方法,与典型的基于特征检测器描述符的图像变换方法(如KAZE)相反。BMPIT的性能在效率、执行时间、准确性和鲁棒性方面与KAZE进行了评估和比较。用标准校准钨丝带灯进行了实验,验证了BMPIT的有效性。与KAZE相比,BMPIT以更高的精度和更快的速度成功地转换了100%的MP图像。研究还表明,BMPIT是一种鲁棒的图像变换技术,不受图像大小、MP位置和周围噪声的影响。此外,利用植入Inconel-718构建板的C型热电偶收集的实验地真值数据,进一步验证了bmpit辅助STWIP的LPBF MP温度估计精度。与KAZE不同,BMPIT估算的温度与灯和热电偶实验吻合良好(误差<; 5%)。BMPIT是一种很有吸引力的在线测量替代方案,因为它减少了执行时间,它只需要KAZE转换双波长图像所需时间的五分之一。此外,BMPIT可以用于计算MP宽度,并通过与非原位表征的比较验证了这一点。它使两个波长的MP图像之间的高度一致(误差小于1.89%)。总的来说,BMPIT极大地改善了STWIP图像处理,允许更快、更准确、更精确地测量MP温度和形貌。所开发的BMPIT方法可以作为stwip反馈LPBF过程控制系统的一部分,以提高增材制造金属产品的质量。
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Enhancing image processing in single-camera two-wavelength imaging pyrometry for advanced in-situ melt pool measurement in laser powder bed fusion
For in-situ measurement of the melt pool (MP) temperature profile in the laser powder bed fusion (LBPF) additive manufacturing (AM) process, a new technology is the single-camera two-wavelength imaging pyrometry (STWIP). Accurate temporally and spatially resolved MP temperature field measurement using this STWIP method requires a precise profiling of pixel-wise two-wavelength intensity ratio, which is highly dependent on optical alignment, and camera's spectral sensitivity, among other factors. Thus, it is essential to develop an accurate, robust, and fast transformation method for reliable and effective mapping of two-wavelength images acquired from the STWIP system. In this work we propose a Blob analysis-based MP guided Image Transformation (BMPIT) method as opposed to the typical feature detector descriptor-based image transformation approach like KAZE. The BMPIT's performance is assessed and compared with the KAZE in terms of efficiency, execution time, accuracy, and robustness. An experiment using a standard calibrated tungsten filament strip lamp is done to validate the effectiveness of BMPIT. Compared to the KAZE, the BMPIT successfully transformed 100 % of the MP images with higher accuracy and faster speed. It is also shown that the BMPIT is a robust technique for image transformation, unaffected by the image size, MP position, and surrounding noise. Moreover, experimental ground truth data collected using Type C thermocouples implanted into an Inconel-718 build plate are used to further validate the LPBF MP temperature estimation accuracy of BMPIT-aided STWIP. Unlike KAZE, temperature estimated by BMPIT agrees well (error <5 %) with both the lamp and thermocouple experiments. BMPIT is an appealing alternative for online measurement due to its reduced execution time, it takes only one fifth of the time that KAZE takes to transform two-wavelength images. In addition, the BMPIT can be used to calculate MP width, which is validated by comparing with ex-situ characterization. It enables a high level of agreement (with an error less than 1.89 %) between MP images of two wavelengths. Overall, the BMPIT greatly improves STWIP image processing, allowing for measuring MP temperature and morphology more rapidly, accurately, and precisely. The developed BMPIT approach can be employed as part of a STWIP-feedback LPBF process control system to improve the quality of additively manufactured metal products.
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来源期刊
CiteScore
7.40
自引率
5.60%
发文量
177
审稿时长
46 days
期刊介绍: Precision Engineering - Journal of the International Societies for Precision Engineering and Nanotechnology is devoted to the multidisciplinary study and practice of high accuracy engineering, metrology, and manufacturing. The journal takes an integrated approach to all subjects related to research, design, manufacture, performance validation, and application of high precision machines, instruments, and components, including fundamental and applied research and development in manufacturing processes, fabrication technology, and advanced measurement science. The scope includes precision-engineered systems and supporting metrology over the full range of length scales, from atom-based nanotechnology and advanced lithographic technology to large-scale systems, including optical and radio telescopes and macrometrology.
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