Title :
Cyclic-by-row approximation of iterative polynomial EVD algorithms
Author :
Corr, Jamie ; Thompson, Keith ; Weiss, Steven ; McWhirter, John G. ; Proudler, Ian K.
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Strathclyde, Glasgow, UK
Abstract :
A recent class of sequential matrix diagonalisation (SMD) algorithms have been demonstrated to provide a fast converging solution to iteratively approximating the polynomial eigenvalue decomposition of a parahermitian matrix. However, the calculation of an EVD, and the application of a full unitary matrix to every time lag of the parahermitian matrix in the SMD algorithm results in a high numerical cost. In this paper, we replace the EVD with a limited number of Givens rotations forming a cyclic-by-row Jacobi sweep. Simulations indicate that a considerable reduction in computational complexity compared to SMD can be achieved with a negligible sacrifice in diagonalisation performance, such that the benefits in applying the SMD are maintained.
Keywords :
eigenvalues and eigenfunctions; iterative methods; signal processing; Jacobi sweep; SMD algorithm; computational complexity reduction; cyclic-by-row approximation; full unitary matrix; iterative polynomial EVD algorithms; parahermitian matrix; polynomial eigenvalue decomposition; sequential matrix diagonalisation algorithms; signal processing;
Conference_Titel :
Sensor Signal Processing for Defence (SSPD), 2014
Conference_Location :
Edinburgh
DOI :
10.1109/SSPD.2014.6943330