Proof-of-Concept Dual-Energy X-Ray Discrimination of Glass and Poly(methyl methacrylate) Enabled by Carbon Nanotube Cold Cathode

IF 2
Jiaqi Wang;Fred Sun;Wentao Gao;John T. W. Yeow
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Abstract

This article presents a proof-of-concept study on a quantitative dual-energy X-ray material discrimination system enabled by a high-stability carbon nanotube (CNT) cold cathode triode. Traditional thermionic X-ray sources suffer from thermal drift and long stabilization times, which compromise precision of energy sensitive measurements. In contrast, our CNT field emission source is evidenced by a 505-h stress test of the cathode chip at 10 mA emission current, and the dual-energy (DE) imaging experiments themselves were conducted at 1 mA within this validated stability envelope. We propose a robust material decomposition framework that integrates automated K-means clustering and a lower order polynomial beam hardening correction. Experimental results using borosilicate glass and poly(methyl methacrylate) (PMMA) standards demonstrate that the system can accurately decouple material types and absolute thickness. The proposed correction algorithm reduced the path-length-dependent thickness reconstruction error from approximately 15% to below 3%, achieving a thickness measurement precision with an in-sample mean absolute error of 0.04 mm and a maximum absolute error of 0.06 mm. These results validate the potential of CNT cold cathode instrumentation for high-precision industrial inspection and medical diagnostics.
碳纳米管冷阴极实现玻璃和聚甲基丙烯酸甲酯双能x射线鉴别的概念验证
本文介绍了一种基于高稳定性碳纳米管(CNT)冷阴极三极管的定量双能x射线材料鉴别系统的概念验证研究。传统的热离子x射线源存在热漂移和长稳定时间的问题,影响了能量敏感测量的精度。相比之下,我们的碳纳米管场发射源是通过阴极芯片在10ma发射电流下的505小时应力测试来证明的,双能(DE)成像实验本身是在这个经过验证的稳定性包膜内以1ma进行的。我们提出了一个鲁棒的材料分解框架,集成了自动k均值聚类和低阶多项式梁硬化校正。以硼硅玻璃和聚甲基丙烯酸甲酯(PMMA)为标准材料的实验结果表明,该系统可以准确解耦材料类型和绝对厚度。提出的修正算法将路径长度相关的厚度重建误差从约15%降低到3%以下,实现了样本内平均绝对误差0.04 mm,最大绝对误差0.06 mm的厚度测量精度。这些结果验证了碳纳米管冷阴极仪器在高精度工业检测和医疗诊断方面的潜力。
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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