Null-space of block convolution matrix

T. Gopi Krishna, Istdeo Singh, K. Giridhar
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Abstract

A novel, efficient, non-iterative algorithm to find the null-space of the block convolution matrix which gives rise to a particular block banded block Toeplitz matrix (BBTM) is developed. This BBTM structure arises in the context of a multiple input multiple output (MIMO) (Nr receivers and Nt transmitters) orthogonal frequency division multiplexing (OFDM) model where the effective L taps channel impulse response length is to be shortened using a N tap channel shortening prefilter. This computationally efficient algorithm to find the null-space is derived from standard Gaussian elimination and exploits the structure of the MIMO-OFDM channel matrix. When compared to standard Gaussian elimination with partial pivoting which has a complexity of O(N3) for a L-tap channel the proposed algorithm has a run-time complexity of only O(N).
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块卷积矩阵的零空间
提出了一种新的、高效的、非迭代的求块卷积矩阵零空间的算法,该算法产生了特定的块带状块Toeplitz矩阵(BBTM)。这种BBTM结构出现在多输入多输出(MIMO) (Nr接收器和Nt发射器)正交频分复用(OFDM)模型的背景下,其中使用N抽头信道缩短预滤波器缩短有效的L抽头信道脉冲响应长度。该算法利用MIMO-OFDM信道矩阵的结构,从标准高斯消去法推导出计算效率高的零空间查找算法。与l抽头信道复杂度为0 (N3)的部分旋转的标准高斯消去算法相比,该算法的运行时复杂度仅为0 (N)。
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