SCIMITAR: optimising chest digital tomosynthesis devices using geometric simulations and genetic algorithms.

IF 1.6 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Alexander D Hill, Daliya Aflyatunova, Aquila Mavalankar, Stephen Wells, D Keith Bowen, Fraser Holloway, Lauryn Eley, Ishbel Jamieson, Matteo Contino, Carsten P Welsch
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引用次数: 0

Abstract

Objective. Digital tomosynthesis (DT) bridges the gap between planar x-rays and computed tomography, offering rapid, low-dose 3D imaging. A mobile chest DT device could transform procedures such as nasogastric tube placement and early cancer detection. Adaptix Ltd. has developed 3D imaging systems using cold-cathode x-ray emitter arrays on flat panel source (FPS) units for veterinary and orthopaedic applications. Designing a chest DT device using multiple FPSs presents new challenges, requiring simulations that can efficiently explore the large design space and rapidly identify optimal configurations.Approach. We developed Scimitar, a geometry-based simulation framework that models x-ray radiation coverage in chest DT systems. It evaluates design viability and performance using irradiation uniformity metrics and integrates a genetic algorithm to optimise key system parameters. Scimitarfurther facilitates the evaluation of collimator designs, FPS arrangements, engineering constraints, and dynamic adaptation to different patient volumes.Main results. Square collimators generally outperformed circular designs due to better alignment with the cuboid target volume. Across FPS configurations, optimisation consistently yielded maximum source-to-image distances, minimal emitter spacing, and x-ray cone angles near 30°. A four-panel cross arrangement achieved highest uniformity. Imposing engineering constraints such as increased emitter spacing led to approximately linear reductions in uniformity. Introducing vertical offsets to central panels yielded modest gains, though still underperformed compared to configurations without central panels. Dynamic cone angle adjustment enabled device adaptation to different patient sizes, with the four-panel cross consistently delivering the best results.Significance. Scimitarefficiently optimises chest DT designs under various constraints and assumptions. This work identifies promising configurations, highlights design trade-offs, and demonstrates adaptability across patient sizes. As understanding of system requirements evolve, Scimitar's adaptability will enable it to remain a valuable tool in guiding the development of clinically effective, low-dose, mobile 3D imaging devices.

弯刀:使用几何模拟和遗传算法优化胸部数字断层合成设备。
目的:数字断层合成(DT)弥补了平面x射线和计算机断层扫描之间的差距,提供了快速、低剂量的三维成像。移动胸部DT设备可以改变鼻胃管放置和早期癌症检测等手术。Adaptix有限公司开发了用于兽医和骨科应用的3D成像系统,该系统使用平板光源(FPS)单元上的冷阴极x射线发射器阵列。设计一个使用多个fps的胸部DT装置带来了新的挑战,需要模拟来有效地探索大的设计空间,并快速确定最佳配置。方法:我们开发了一个基于几何的模拟框架,用于模拟胸部DT系统中的x射线辐射覆盖。它使用辐照均匀性指标评估设计可行性和性能,并集成遗传算法来优化关键系统参数。Scimitar进一步促进了准直器设计、FPS安排、工程约束和对不同患者体积的动态适应的评估。主要结果:方形准直器通常优于圆形设计,由于更好地对准长方体目标体积。在FPS配置中,优化始终产生最大的源到图像距离,最小的发射器间距和接近30度的x射线锥角。四板交叉排列达到了最高的均匀性。施加工程限制,如增加发射极间距,导致均匀性近似线性降低。在中央面板引入垂直偏移产生了适度的收益,尽管与没有中央面板的配置相比,仍然表现不佳。动态锥角调整使设备适应不同的患者大小,与四面板交叉一致提供最佳结果。意义:在各种约束和假设下,Scimitar有效地优化了胸部DT设计。这项工作确定了有前途的配置,突出了设计权衡,并展示了不同患者规模的适应性。随着对系统需求的理解不断发展,“弯刀”的适应性将使其成为指导临床有效、低剂量、移动3D成像设备开发的宝贵工具。
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
Biomedical Physics & Engineering Express
Biomedical Physics & Engineering Express RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
2.80
自引率
0.00%
发文量
153
期刊介绍: BPEX is an inclusive, international, multidisciplinary journal devoted to publishing new research on any application of physics and/or engineering in medicine and/or biology. Characterized by a broad geographical coverage and a fast-track peer-review process, relevant topics include all aspects of biophysics, medical physics and biomedical engineering. Papers that are almost entirely clinical or biological in their focus are not suitable. The journal has an emphasis on publishing interdisciplinary work and bringing research fields together, encompassing experimental, theoretical and computational work.
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