QRD and SVD processor design based on an approximate rotations algorithm

K. Dickson, Zhaohui Liu, J. McCanny
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引用次数: 7

Abstract

A silicon implementation of the approximate rotations algorithm capable of carrying the computational load of algorithms such as QRD and SVD, within the real-time realisation of applications such as adaptive beamforming, is described. A modification to the original approximate rotations algorithm to simplify the method of optimal angle selection is proposed. Analysis shows that fewer iterations of the approximate rotations algorithm are required compared with the conventional CORDIC algorithm to achieve similar degrees of accuracy. The silicon design studies undertaken provide direct practical evidence of superior performance with the approximate rotations algorithm, requiring approximately 40% of the total computation time of the conventional CORDIC algorithm, for a similar silicon area cost.
基于近似旋转算法的QRD和SVD处理器设计
描述了一种近似旋转算法的硅实现,该算法能够在自适应波束形成等应用的实时实现中承载诸如QRD和SVD等算法的计算负载。对原近似旋转算法进行了改进,简化了最优角度选择方法。分析表明,与传统的CORDIC算法相比,近似旋转算法所需的迭代次数更少,可以达到相似的精度。所进行的硅设计研究为近似旋转算法的优越性能提供了直接的实践证据,对于相似的硅面积成本,该算法所需的总计算时间约为传统CORDIC算法的40%。
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