基于矩阵分解的三维动态电阻抗断层成像方法

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中图分类号:R318.6;TP391.41 文献标志码:A 文章编号:1671-024X(2025)04-0019-09
Three-dimensional dynamic electrical impedance tomography based on matrix decomposition
LI Xiuyan 1,2 , ZHAO Tianchen1,2, WANG Qi 1,2 , HAN Jing³ (1.SchoolofElectronicsand InformationEngineering,Tiangong University,Tianjin 3Oo387,China;2.Research Center forFuture TextileTechnology,Tiangong University,Tianjin3O387,China;3.TianjinHaiheHospital,TianjinUniversity,Tianjin 300350,China)
Abstract:Real-time tracking of moving targets inthree-dimensional spaceconstitutes acriticalchallnge in medical diagnostic imaging and monitoring.Traditional medical imaging techniques,restricted by their imaging speed,struggle to achieve real-time monitoring of moving targets. Electrical Impedance Tomography (EIT) provides the benefits ofradiation-free operationand high temporal resolution.Toaddressthis challnge,we propose a matrix decomposition-based three-dimensional reconstruction algorithm (3D-LS).By simultaneously considering temporal continuityand spatial structural information,the algorithm effectively distinguishes dynamic components from background ones in three-dimensional impedance images.Taking a moving sphere as an example, we constructedathree-dimensional dynamic EITmodel with multi-wire electrodes and performed experimental validation. Theresults demonstrate that images reconstructed via the 3D-LS algorithm exhibit beter three-dimensional structuralcontinuityand more uniform conductivitydistribution.Compared with traditional imaging algorithms, for sphere motion along the X -axis,the relative error of the reconstructed image was 50.1% ,indicating an average decrease of 28.9% ,and the structural similarity was 75.7% ,showing an average increase of 22.4%.For motion along the Y -axis,the relative error was 51.5% ,indicating an average decrease of 36.9% ,and the structural similarity was 83.9% , showing an average increase of 44.0% . Both simulation and experimental results confirm the significant practical value of this method in three-dimensional dynamic EIT reconstruction.
KeyWords:electricalimpedancetomography;matrixdecompositionalgorithm;inverseproblem;motiontargetreconstruction
电阻抗断层扫描(electrical impedance tomography,EIT)作为一种非侵入性、非电离、无辐射的成像技术,凭借其独特优势而备受关注,广泛应用在工业和生物医学专业,如多相流检测、地球物理层地下成像-4和生理检测[5-等。(剩余11689字)