FPGA implementation method for Cholesky decomposition of positive definite matrix

The present invention discloses an FPGA implementation method for Cholesky decomposition of a positive definite matrix. The method is mainly provided with: a top layer control module, for communication and control between modules; a data preprocessing module, for decomposing a positive definite matr...

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Main Authors LUO YUANYONG, LI WEI, LI LI, SUN HUAQING, PAN HONGBING, HE SHUZHUAN
Format Patent
LanguageChinese
English
Published 02.11.2018
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Abstract The present invention discloses an FPGA implementation method for Cholesky decomposition of a positive definite matrix. The method is mainly provided with: a top layer control module, for communication and control between modules; a data preprocessing module, for decomposing a positive definite matrix into two matrices for calculation operations in a matrix calculation module; and the matrix calculation module, for calculating two matrices obtained by the data preprocessing module to obtain a final Cholesky decomposition calculation result. Beneficial effects of the method disclosed by the present invention are that: by using the traditional hardware to directly implement Cholesky decomposition of the positive definite matrix, the algorithm is complex, the occupied area is large, and the resource consumption is more, and by using the rotation characteristic of the CORDIC algorithm to implement the Cholesky decomposition of the positive definite matrix, the implementation is simple, only the bit operation is n
AbstractList The present invention discloses an FPGA implementation method for Cholesky decomposition of a positive definite matrix. The method is mainly provided with: a top layer control module, for communication and control between modules; a data preprocessing module, for decomposing a positive definite matrix into two matrices for calculation operations in a matrix calculation module; and the matrix calculation module, for calculating two matrices obtained by the data preprocessing module to obtain a final Cholesky decomposition calculation result. Beneficial effects of the method disclosed by the present invention are that: by using the traditional hardware to directly implement Cholesky decomposition of the positive definite matrix, the algorithm is complex, the occupied area is large, and the resource consumption is more, and by using the rotation characteristic of the CORDIC algorithm to implement the Cholesky decomposition of the positive definite matrix, the implementation is simple, only the bit operation is n
Author LI LI
PAN HONGBING
HE SHUZHUAN
LUO YUANYONG
LI WEI
SUN HUAQING
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DocumentTitleAlternate 种正定矩阵Cholesky分解的FPGA实现方法
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Snippet The present invention discloses an FPGA implementation method for Cholesky decomposition of a positive definite matrix. The method is mainly provided with: a...
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SubjectTerms CALCULATING
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
Title FPGA implementation method for Cholesky decomposition of positive definite matrix
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