基于π角稀疏度的双能材料分解技术在固定式CT行李扫描仪中的实现,以增强威胁检测

IF 1.3 4区 工程技术 Q3 INSTRUMENTS & INSTRUMENTATION
Jiyong Shim, Youngjo Kim, Hyesun Yang, Hyosung Cho, Kwangyun Choi
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引用次数: 0

摘要

摘要二维x射线检测系统广泛应用于航空安检领域;然而,它们在识别隐藏物体的三维(3D)形状方面存在固有的局限性。因此,在机场实施先进的3D x射线检查系统的需求越来越大,以便更准确地检测行李和个人物品中的威胁。在本研究中,我们设计了一种基于π角稀疏(即将20对x射线源和线探测器放置在180°的扫描角度内)和压缩感知(CS)重建的新型固定式计算机断层扫描(CT)行李扫描仪,并在该系统中实现了双能材料分解(DEMD)技术,以分离被检查物体的软质和致密材料,以增强威胁检测。为了验证所提出的方法(CS/180°/P20)的有效性,我们在实际实施之前进行了数值模拟的可行性研究。在x射线管电压为60和140 kV p下模拟多色投影,并在CT重建之前对投影应用DEMD。使用标准滤波-反向投影(FBP)和最先进的基于cs的算法重建常规和双能量CT图像,以比较图像质量。仿真结果表明,由于使用了20个极端稀疏投影,cs重建图像几乎不受fbp重建图像上明显的条纹伪影的影响,并且使用所提出的CT配置获得的双能CT图像的图像质量与使用720个密集投影的传统CT配置获得的图像质量相似,表明了所提出方法的有效性。因此,利用所提出的静止CT配置,成功获得了高质量的软质和致密材料双能CT图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of dual-energy material decomposition technique in stationary CT baggage scanner withπ-angle sparsity for enhancing threat detection
Abstract Two-dimensional X-ray inspection systems are widely used in aviation security applications; however, they have inherent limitations in recognizing the three-dimensional (3D) shapes of hidden objects. Therefore, there is a growing demand for the implementation of advanced 3D X-ray inspection systems at airports for more accurate detection of threats in luggage and personal belongings. In this study, we designed a new stationary computed tomography (CT) baggage scanner with π -angle sparsity (i.e., 20 pairs of X-ray sources and line detectors were placed within a scan angle of 180°) and compressed sensing (CS)-based reconstruction, and implemented a dual-energy material decomposition (DEMD) technique in the proposed system to separate soft and dense materials of an examined object to enhance threat detection. To validate the efficacy of the proposed approach (CS/180°/P20), we conducted a feasibility study using numerical simulation before its practical implementation. Polychromatic projections were emulated at X-ray tube voltages of 60 and 140 kV p , and DEMD was applied to the projections prior to CT reconstruction. Conventional and dual-energy CT images were reconstructed using both standard filtered-backprojection (FBP) and state-of-the-art CS-based algorithms to compare the image quality. According to our simulation results, the CS-reconstructed images were almost unaffected by the clearly evident streak artifacts on the FBP-reconstructed images because of the use of 20 extreme sparse-view projections, and the image quality of the dual-energy CT images obtained using the proposed CT configuration was similar to that obtained using the conventional CT configuration with 720 dense projections, indicating the efficacy of the proposed approach. Consequently, high-quality dual-energy CT images of soft and dense materials were successfully obtained using the proposed stationary CT configuration.
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来源期刊
Journal of Instrumentation
Journal of Instrumentation 工程技术-仪器仪表
CiteScore
2.40
自引率
15.40%
发文量
827
审稿时长
7.5 months
期刊介绍: Journal of Instrumentation (JINST) covers major areas related to concepts and instrumentation in detector physics, accelerator science and associated experimental methods and techniques, theory, modelling and simulations. The main subject areas include. -Accelerators: concepts, modelling, simulations and sources- Instrumentation and hardware for accelerators: particles, synchrotron radiation, neutrons- Detector physics: concepts, processes, methods, modelling and simulations- Detectors, apparatus and methods for particle, astroparticle, nuclear, atomic, and molecular physics- Instrumentation and methods for plasma research- Methods and apparatus for astronomy and astrophysics- Detectors, methods and apparatus for biomedical applications, life sciences and material research- Instrumentation and techniques for medical imaging, diagnostics and therapy- Instrumentation and techniques for dosimetry, monitoring and radiation damage- Detectors, instrumentation and methods for non-destructive tests (NDT)- Detector readout concepts, electronics and data acquisition methods- Algorithms, software and data reduction methods- Materials and associated technologies, etc.- Engineering and technical issues. JINST also includes a section dedicated to technical reports and instrumentation theses.
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