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Method and apparatus for determining an inverse square root of a given positive-definite hermitian matrix

机译:确定给定正定厄米矩阵的平方根倒数的方法和设备

摘要

Generally, a method and apparatus are provided for computing a matrix inverse square root of a given positive-definite Hermitian matrix, K. The disclosed technique for computing an inverse square root of a matrix may be implemented, for example, by the noise whitener of a MIMO receiver. Conventional noise whitening algorithms whiten a non-white vector, X, by applying a matrix, Q, to X, such that the resulting vector, Y, equal to Q·X, is a white vector. Thus, the noise whitening algorithms attempt to identify a matrix, Q, that when multiplied by the non-white vector, will convert the vector to a white vector. The disclosed iterative algorithm determines the matrix, Q, given the covariance matrix, K. The disclosed matrix inverse square root determination process initially establishes an initial matrix, Q0, by multiplying an identity matrix by a scalar value and then continues to iterate and compute another value of the matrix, Qn+1, until a convergence threshold is satisfied. The disclosed iterative algorithm only requires multiplication and addition operations and allows incremental updates when the covariance matrix, K, changes.
机译:通常,提供了一种用于计算给定正定埃尔米特矩阵K的矩阵逆平方根的方法和装置。所公开的用于计算矩阵逆平方根的技术可以例如通过噪声白化器来实现。 MIMO接收器。常规的噪声白化算法通过将矩阵Q应用于X,从而使非白矢量X变白,从而使所得矢量Y等于Q·X,成为白矢量。因此,噪声白化算法尝试识别矩阵Q,该矩阵与非白色矢量相乘时会将其转换为白色矢量。给定协方差矩阵K,公开的迭代算法确定矩阵Q。公开的矩阵逆平方根确定过程通过将单位矩阵乘以标量值来初始建立初始矩阵Q 0 然后继续迭代并计算矩阵的另一个值Q n + 1 ,直到满足收敛阈值为止。所公开的迭代算法仅需要乘法和加法运算,并且当协方差矩阵K变化时允许增量更新。

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