Xiao Dan, Balcom Bruce J
MRI Research Center, Department of Physics, University of New Brunswick, 8 Bailey Drive, Fredericton, NB E3B 5A3, Canada.
J Magn Reson. 2014 Jun;243:114-21. doi: 10.1016/j.jmr.2014.04.006. Epub 2014 Apr 18.
Monitoring the pore system in sedimentary rocks with MRI when fluids are introduced is very important in the study of petroleum reservoirs and enhanced oil recovery. However, the lengthy acquisition time of each image, with pure phase encode MRI, limits the temporal resolution. Spatiotemporal correlations can be exploited to undersample the k-t space data. The stacked frames/profiles can be well approximated by an image matrix with rank deficiency, which can be recovered by nonlinear nuclear norm minimization. Sparsity of the x-t image can also be exploited for nonlinear reconstruction. In this work the results of a low rank matrix completion technique were compared with k-t sparse compressed sensing. These methods are demonstrated with one dimensional SPRITE imaging of a Bentheimer rock core plug and SESPI imaging of a Berea rock core plug, but can be easily extended to higher dimensionality and/or other pure phase encode measurements. These ideas will enable higher dimensionality pure phase encode MRI studies of dynamic flooding processes in low magnetic field systems.
当引入流体时,利用磁共振成像(MRI)监测沉积岩中的孔隙系统在石油储层研究和提高石油采收率方面非常重要。然而,纯相位编码MRI的每张图像采集时间过长,限制了时间分辨率。时空相关性可用于对k-t空间数据进行欠采样。堆叠的帧/轮廓可以通过秩亏缺的图像矩阵很好地近似,可通过非线性核范数最小化来恢复。x-t图像的稀疏性也可用于非线性重建。在这项工作中,将低秩矩阵补全技术的结果与k-t稀疏压缩感知进行了比较。这些方法通过对Bentheimer岩芯塞进行一维SPRITE成像以及对Berea岩芯塞进行SESPI成像得到了验证,但可以很容易地扩展到更高维度和/或其他纯相位编码测量。这些想法将使在低磁场系统中对动态驱替过程进行更高维度的纯相位编码MRI研究成为可能。