Using frames in GMRES-based iteration method for solving operator equations

Document Type : Research Paper

Authors

Department of Mathematics, vali-e-Asr University of Rafsanjan, Rafsanjan, Iran

Abstract

‎In this paper, we delve into frame theory to create an innovative iterative method for resolving the operator equation $ Lu=f $. In this case, $ L:H\rightarrow H $, a bounded, invertible, and self-adjoint linear operator, operates within a separable Hilbert space denoted by $H$. Our methodology, which is based on the GMRES projective method, introduces an alternate search space, which brings another dimension to the problem-solving process. Our investigation continues with the assessment of convergence, where we look at the corresponding convergence rate. This rate is intricately influenced by the frame bounds, shedding light on the effectiveness of our approach. Furthermore, we investigate the ideal scenario in which the equation finds an exact solution, providing useful insights into the practical implications of our work.

Keywords

Main Subjects


[1] Arnoldi, W. E. (1951). The principle of minimized iterations in the solution of the matrix eigenvalue problem. Quarterly of Applied Mathematics, 9, 17{29. https://doi.org/10.1090/QAM/2F42792
[2] Asakari Hemmat, A., & Jamali, H. (2011). Adaptive Galerkin frame methods for solving operatoreEquation. U.P.B. Scienti c Bulletin, Serries A, 73(2), 129{138. https://api.semanticscholar.org/CorpusID:211140973
[3] Asakari Hemmat, A., & Jamali, H. (2012). Approximated solutions to operator equations based on the frame bounds. Journal of communication in Mathematics and Application, 3(3), 253{259. https://doi.org/10.26713/cma.v3i3.209
[4] Beylkin, G., Coifman, R.R., & Rokhlin, V. (1991). Fast wavelet transforms and numerical algorithms I. Communication in Pure and Applied Mathematics, 1, 141{183. https://doi.org/10.1002/CPA.3160440202
[5] Brezinski, C. (1997). Projection Methods for System of Equations. Elsevier, Amsterdam.
[6] Casazza, P. G. (2000). The art of frame theory. Taiwanese Journal of Mathematics, 4 129{201. https://doi.org/10.11650/twjm/1500407227
[7] Christensen, O. (2003). An Introduction to Frames and Riesz Bases. Birkhauser, Boston.
[8] Cohen, A. (2003). Numerical Analysis of Wavelet Methods. Elsevier.
[9] Cohen, A., & DeVore, W. (2001). Adaptive wavelet methods for elliptic operator equations: convergence rates. Mathematics of Computation, 70, 27{75. https://doi.org/10.1090/S0025-5718-00-01252-7
[10] Dahlke, S., Fornasier, M., & Raasch, T. (2007). Adaptive frame methods for elliptic operator equations. Advances in Computational Mathematics, 27, 27{63. https://doi.org/10.1007/s10444-005-7501-6
[11] Jamali, H., & Afroomand, E. (2017). Applications of frames in Chebyshev and conjugate gradient methods. Bulletin of the Iranian Mathematical Society, 43, 1265{1279.
[12] Jamali, H., & Ghaedi, S. (2017). Applications of frames of subspaces in Richardson and Chebyshev methods for solving operator equations. Mathematical Communications, 22, 13{23.
[13] Paige, c. c., & Saunders, M. A. (1975). Solution of Sparse Inde nite Systems of Linear Equations. SIAM Journal of Numerical Analysis, 12, 617{629. https://doi.org/10.1137/0712047
[14] Saad, Y. (2000)Iterative Methods for Sparse Linear Systems. PWS press, New York.
[15] Saad, Y., & Schultz M. H. (1986). GMRES: A Generalized Minimal Residual Algorithm for Solving Nonsymmetric Linear Systems. SIAM Journal on Scienti c and Statistical Computing, 7, 856{869. https://doi.org/10.1137/0907058