Framework for optimal design of a multi-source rectangular X-ray cargo scanning system

IF 2.8 3区 物理与天体物理 Q3 CHEMISTRY, PHYSICAL
Caroline Bossuyt, Arnold J. den Dekker, Domenico Iuso, Jan De Beenhouwer, Jan Sijbers
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引用次数: 0

Abstract

The first line of non-destructive inspection of cargo often relies on single or double-view X-ray radiography, which is fast but lacks depth resolution and is prone to object occlusion. In contrast, conventional X-ray computed tomography (CT) allows 3D imaging but typically relies on mechanically rotating gantries, which limits throughput and increases system complexity. Recently, multi-source fixed-gantry X-ray systems have been proposed as a promising acquisition geometry to combine high imaging speed with volumetric imaging, while reducing mechanical complexity. The precision of the reconstructed images stemming from these systems as a function of the acquisition setup has however hardly been explored. This paper proposes a flexible framework for optimal experiment design of a rectangular multi-source X-ray cargo scanning system. The proposed framework allows the experimenter to calculate the highest attainable imaging precision, as quantified by the Cramér–Rao lower bound (CRLB), as a function of the X-ray system’s geometric settings, which facilitates optimal experiment design. To illustrate this potential, several system configurations with differently positioned and oriented sources are evaluated and compared in terms of the CRLB-based A-optimality criterion.
多源矩形x射线货物扫描系统优化设计框架
货物无损检测的第一线往往依赖于单视角或双视角x射线摄影,这种方法速度快,但深度分辨率低,容易遮挡物体。相比之下,传统的x射线计算机断层扫描(CT)允许3D成像,但通常依赖于机械旋转的龙门,这限制了吞吐量并增加了系统的复杂性。最近,多源固定龙门x射线系统被提出作为一种有前途的采集几何结构,结合了高成像速度和体积成像,同时降低了机械复杂性。然而,从这些系统中产生的重建图像的精度作为采集设置的函数几乎没有被探索过。本文提出了一种用于矩形多源x射线货物扫描系统优化实验设计的柔性框架。所提出的框架允许实验人员计算可达到的最高成像精度,作为x射线系统几何设置的函数,由cram - rao下限(CRLB)量化,这有助于优化实验设计。为了说明这种潜力,根据基于crlb的a -最优性标准,评估和比较了几种具有不同位置和方向源的系统配置。
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来源期刊
Radiation Physics and Chemistry
Radiation Physics and Chemistry 化学-核科学技术
CiteScore
5.60
自引率
17.20%
发文量
574
审稿时长
12 weeks
期刊介绍: Radiation Physics and Chemistry is a multidisciplinary journal that provides a medium for publication of substantial and original papers, reviews, and short communications which focus on research and developments involving ionizing radiation in radiation physics, radiation chemistry and radiation processing. The journal aims to publish papers with significance to an international audience, containing substantial novelty and scientific impact. The Editors reserve the rights to reject, with or without external review, papers that do not meet these criteria. This could include papers that are very similar to previous publications, only with changed target substrates, employed materials, analyzed sites and experimental methods, report results without presenting new insights and/or hypothesis testing, or do not focus on the radiation effects.
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