加权                        
                
                                
                        
                            共轭梯度法                        
                
                                
                        
                            磁粉成像                        
                
                                
                        
                            迭代重建                        
                
                                
                        
                            奇异值分解                        
                
                                
                        
                            算法                        
                
                                
                        
                            计算机科学                        
                
                                
                        
                            图像质量                        
                
                                
                        
                            基质(化学分析)                        
                
                                
                        
                            物理                        
                
                                
                        
                            最小二乘函数近似                        
                
                                
                        
                            数学优化                        
                
                                
                        
                            迭代法                        
                
                                
                        
                            数学                        
                
                                
                        
                            图像(数学)                        
                
                                
                        
                            计算机视觉                        
                
                                
                        
                            磁性纳米粒子                        
                
                                
                        
                            材料科学                        
                
                                
                        
                            统计                        
                
                                
                        
                            量子力学                        
                
                                
                        
                            复合材料                        
                
                                
                        
                            估计员                        
                
                                
                        
                            声学                        
                
                                
                        
                            纳米颗粒                        
                
                        
                    
            作者
            
                Tobias Knopp,Jürgen Rahmer,Timo F. Sattel,Sven Biederer,J. Weizenecker,Bernhard Gleich,J. Borgert,Thorsten M. Buzug            
         
                    
        
    
            
            标识
            
                                    DOI:10.1088/0031-9155/55/6/003
                                    
                                
                                 
         
        
                
            摘要
            
            Magnetic particle imaging (MPI) is a new imaging technique capable of imaging the distribution of superparamagnetic particles at high spatial and temporal resolution. For the reconstruction of the particle distribution, a system of linear equations has to be solved. The mathematical solution to this linear system can be obtained using a least-squares approach. In this paper, it is shown that the quality of the least-squares solution can be improved by incorporating a weighting matrix using the reciprocal of the matrix-row energy as weights. A further benefit of this weighting is that iterative algorithms, such as the conjugate gradient method, converge rapidly yielding the same image quality as obtained by singular value decomposition in only a few iterations. Thus, the weighting strategy in combination with the conjugate gradient method improves the image quality and substantially shortens the reconstruction time. The performance of weighting strategy and reconstruction algorithms is assessed with experimental data of a 2D MPI scanner.
         
            
 
                 
                
                    
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