不动点和对数系统中矩阵反演算法的有限字长性质

Carl Ingemarsson, O. Gustafsson
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引用次数: 3

摘要

矩阵反转对所使用的数字表示很敏感。本文给出了用不动点系统和对数系统(LNS)表示数的矩阵反演的仿真。一个软件框架已经实现,以允许广泛的模拟有限字长矩阵反演。使用了六种不同的算法,并给出了矩阵条件数、字长以及一定程度上矩阵大小的结果。仿真结果表明,在定点表示和LNS表示中,不同算法对字长的要求存在显著差异。这些结果可以作为矩阵反演硬件实现的起点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Finite wordlength properties of matrix inversion algorithms in fixed-point and logarithmic number systems
Matrix inversion is sensitive towards the number representation used. In this paper simulations of matrix inversion with numbers represented in the fixed-point and logarithmic number systems (LNS) are presented. A software framework has been implemented to allow extensive simulation of finite wordlength matrix inversion. Six different algorithms have been used and results on matrix condition number, wordlength, and to some extent matrix size are presented. The simulations among other things show that the wordlength requirements differ significantly between different algorithms in both fixed-point and LNS representations. The results can be used as a starting point for a matrix inversion hardware implementation.
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