Parallel matrix computations and their applications for biomagnetic fields

V. Zerbe, Harald Keller, G. Schorcht
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引用次数: 1

Abstract

In this paper we present the results of a parallel implementation of a heart field simulation algorithm. The application of biomagnetic fields offers a wide range for using parallel algorithms. Pathological changes in the human body, especially in the heart muscle, can be diagnosed and localised by means of biomagnetic field parameters. The benefit of this diagnosis method is to fit an individual reference model of the heart field of a patient. Based on differences between the reference model and the real measured biomagnetic field parameters, the type and the position of defects in the heart can be located. The most time consuming components of the whole algorithm are the matrix computations, especially the matrix inversion. The matrix inversion can be implemented on a parallel distributed memory system. In this paper we discuss the routing, the parallel matrix inversion, and the speed up for different network topologies that depends on the number of processors and different problem sizes.
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并行矩阵计算及其在生物磁场中的应用
在本文中,我们提出了一个心脏场模拟算法的并行实现的结果。生物磁场的应用为并行算法的应用提供了广阔的空间。人体的病理变化,特别是心肌的病理变化,可以通过生物磁场参数进行诊断和定位。这种诊断方法的好处是适合病人心脏场的个人参考模型。根据参考模型与实际测量的生物磁场参数之间的差异,可以定位心脏缺陷的类型和位置。整个算法中最耗时的部分是矩阵计算,尤其是矩阵反演。矩阵反演可以在并行分布式存储系统上实现。在本文中,我们讨论了路由,并行矩阵反演,以及不同网络拓扑的速度取决于处理器的数量和不同的问题大小。
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