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An RIP-based evaluation method for candidate next generation cardiac CT architectures with carbon nanotube x-ray source

机译:基于RIP的具有碳纳米管x射线源的下一代心脏CT候选结构的评估方法

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Despite impressive advancements in computed tomography (CT) technology in recent years, there are still critical andimmediate needs in cardiac CT in terms of high spatial resolution, high temporal resolution and low radiation dose.Because carbon nanotube (CNT) x-ray sources can be compactly integrated, this technology can be used for multisource or stationary system to improve temporal resolution. To avoid the rotation of x-ray source, a lot of source-detector pairs are needed in a stationary CNT-based x-ray system. Limited by the space and costs, the number of source-detector pairs could not be too large, which results in a few-view scan problem. The reconstruction can be modeled as a lsub1/sub-norm minimization problem, which usually can be solved by compressive sensing (CS) based algorithms. To evaluate the data completeness of candidate next generation cardiac CT architectures with CNT x-ray source, based on the fact that smaller restricted isometry property (RIP) constants lead to a better lsub1/sub-norm recovery, we construct a measurement related to the RIP constants. The results show that the proposed RIP-based evaluation method coincides with the known CT reconstruction theory. This method is simple and easy to be implemented for different CT scan architectures, and it provides a practical tool to evaluate the data completeness in the framework of lsub1/sub-norm recovery theory without a specific CS-based reconstruction algorithm.© (2012) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
机译:尽管近年来计算机断层扫描(CT)技术取得了令人瞩目的进步,但就高空间分辨率,高时间分辨率和低辐射剂量而言,心脏CT仍然存在着紧迫而迫切的需求。因为可以使用碳纳米管(CNT)X射线源这项技术紧密集成,可用于多源或固定系统以提高时间分辨率。为了避免X射线源的旋转,在基于CNT的固定X射线系统中需要使用许多源/探测器对。受空间和成本的限制,源-检测器对的数量不能太大,这导致了多视图扫描问题。可以将重建建模为l 1 -范数最小化问题,通常可以通过基于压缩感知(CS)的算法来解决。为了评估具有CNT X射线源的下一代候选心脏CT架构的数据完整性,我们基于较小的受限等轴测特性(RIP)常数会导致更好的l 1 -范数恢复这一事实,我们构造与RIP常数相关的度量。结果表明,所提出的基于RIP的评估方法与已知的CT重建理论相吻合。该方法简单易行,适用于不同的CT扫描体系结构,它为l 1 -范数恢复理论框架内的数据完整性评估提供了一种实用的工具,而无需基于CS的特定重构算法(©)(2012)COPYRIGHT(美国)光电仪器工程师协会(SPIE)。摘要的下载仅允许个人使用。

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