Ensemble Kalman inversion for magnetic resonance elastography.
Ensemble Kalman inversion for magnetic resonance elastography.
复制标题
磁共振弹性成像的集合卡尔曼反演。
DOI：
10.1088/1361-6560/ac9fa1
复制
发表时间：
2022
影响因子：
3.5
通讯作者：
Iglesias M
中科院分区：
文献类型：
--
作者：
Iglesias M
Please try later.
Magnetic resonance elastography (MRE) is an MRI-based diagnostic method for measuring mechanical properties of biological tissues. MRE measurements are processed by an inversion algorithm to produce a map of the biomechanical properties. In this paper a new and powerful method (ensemble Kalman inversion with level sets (EKI)) of MRE inversion is proposed and tested. The method has critical advantages: material property variation at disease boundaries can be accurately identified, and uncertainty of the reconstructed material properties can be evaluated by consequence of the probabilistic nature of the method. EKI is tested in 2D and 3D experiments with synthetic MRE data of the human kidney. It is demonstrated that the proposed inversion method is accurate and fast.