大规模矩阵计算的划分算法和VLSI结构

K. Hwang, Yeng-Heng Cheng
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引用次数: 11

摘要

本文提出了VLSI模块化算法结构和新的分块矩阵算法,用于求解大规模线性方程组的硬件矩阵计算。证明了三角矩阵的高斯消去和反演是系统可分的。所有正在开发的分区算法都可以实现线性计算时间为0(n),其中n为线性系统的阶数。划分矩阵计算对于具有受限I/O终端的模块化VLSI实现是可行的。本文还对划分的VLSI算法结构进行了性能分析和设计权衡。
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Partitioned algorithms and VLSI structures for large-scale matrix computations
VLSI modular arithmetic structures and new partitioned matrix algorithms are developed in this paper to perform hardware matrix computations in solving large-scale linear system of equations. Gaussian elimination and inversion of triangular matrices are shown systematically partitionable. All the partitioned algorithms being developed can achieve linear computation time 0(n), where n is the order of the linear system. The partitioned matrix computations are feasible for modular VLSI implementation with constrained I/O terminals. Performance analysis and design tradeoffs of the partitioned VLSI arithmetic structures are also provided.
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