Kronecker product approximations for dense block Toeplitz-plus-Hankel matrices

نویسندگان

  • Misha Elena Kilmer
  • James G. Nagy
چکیده

In this paper, we consider the approximation of dense block Toeplitz-plus-Hankel matrices by sums of Kronecker products. We present an algorithm for efficiently computing the matrix approximation that requires the factorization of matrices of much smaller dimension than that of the original. The main results are described for block Toeplitz matrices with Toeplitz-plus-Hankel blocks (BTTHB), but the algorithms can be readily adjusted for other related structures that arise in image processing applications, such as block Toeplitz with Toeplitz blocks (BTTB) and block Toeplitz-plus-Hankel with Toeplitz-plusHankel blocks (BTHTHB). Our work extends the techniques in [11, 15], which consider similar matrices, but with the added restriction that the matrices have a banded/block-banded structure. We illustrate the effectiveness of our algorithm by using the output of the algorithm to construct preconditioners for systems from two different applications: diffuse optical tomography and atmospheric image deblurring.

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عنوان ژورنال:
  • Numerical Lin. Alg. with Applic.

دوره 14  شماره 

صفحات  -

تاریخ انتشار 2007