论文标题

多能X射线变换的可逆性

Invertibility of Multi-Energy X-ray Transform

论文作者

Ding, Yijun, Clarkson, Eric W., Ashok, Amit

论文摘要

目的:目的是为多能(ME)X射线变换的可逆性提供足够的条件。依赖能量的X射线衰减轮廓可以使用Alvarez-Macovski(AM)方法来表示。 ME X射线变换是从$ n $ am系数到$ n $无噪声能量加权测量的映射,其中$ n \ geq2 $。 方法:我们应用一般的可逆性定理,该定理测试映射$ j(\ mathbf a)$的jacobian是否在映射支持的支持下为零值。任意ME X射线变换的Jacobian是所有光谱测量值的集成。 $ j(\ mathbf a)\ neq0 $的足够条件是所有$ \ mathbf a $ a $,是$ j(\ mathbf a)$的intemand是$ \ geq0 $(或$ \ \ leq0 $)。请注意,整数的微不足道的情况等于到处都是零。使用对称性,我们将Jacobian的整体简化为三个因素,这些因素分别由总衰减,基础功能和能量加权函数决定。与总衰减相关的因素始终是积极的,因此可以通过测试其他两个因素的迹象来确定X射线变换的可逆性。此外,我们使用CRAMER-RAO下限(CRLB)来表征噪声引起的估计不确定性,并提供最大样品(ML)估计量。 结论:我们提供了一个框架来研究任意ME X射线变换的可逆性,并证明了四种系统的全球可逆性。

Purpose: The goal is to provide a sufficient condition on the invertibility of a multi-energy (ME) X-ray transform. The energy-dependent X-ray attenuation profiles can be represented by a set of coefficients using the Alvarez-Macovski (AM) method. An ME X-ray transform is a mapping from $N$ AM coefficients to $N$ noise-free energy-weighted measurements, where $N\geq2$. Methods: We apply a general invertibility theorem which tests whether the Jacobian of the mapping $J(\mathbf A)$ has zero values over the support of the mapping. The Jacobian of an arbitrary ME X-ray transform is an integration over all spectral measurements. A sufficient condition of $J(\mathbf A)\neq0$ for all $\mathbf A$ is that the integrand of $J(\mathbf A)$ is $\geq0$ (or $\leq0$) everywhere. Note that the trivial case of the integrand equals to zero everywhere is ignored. With symmetry, we simplified the integrand of the Jacobian into three factors that are determined by the total attenuation, the basis functions, and the energy-weighting functions, respectively. The factor related to total attenuation is always positive, hence the invertibility of the X-ray transform can be determined by testing the signs of the other two factors. Furthermore, we use the Cramer-Rao lower bound (CRLB) to characterize the noise-induced estimation uncertainty and provide a maximum-likelihood (ML) estimator. Conclusions: We have provided a framework to study the invertibility of an arbitrary ME X-ray transform and proved the global invertibility for four types of systems.

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