Title :
Solving a positive definite system of linear equations via the matrix exponential
Author :
Hasan, Ammar ; Kerrigan, Eric C. ; Constantinides, George A.
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
Abstract :
We present a new direct algorithm for solving a system of linear equations with a positive definite matrix by discretizing a continuous-time dynamical system for a large sampling time. The obtained algorithm is highly fine-grain parallelizable and its computational complexity grows logarithmically with respect to the condition number of the system of linear equations. When the parallelism is fully exploited, the algorithm is shown to be more efficient in terms of computational speed in comparison to other popular methods for solving a positive definite system of linear equations, especially for large and ill-conditioned problems.
Keywords :
continuous time systems; discrete time systems; linear systems; matrix algebra; computational speed; continuous-time dynamical system; direct algorithm; linear equation; matrix exponential; positive definite matrix; positive definite system; Algorithm design and analysis; Approximation algorithms; Approximation methods; Complexity theory; Eigenvalues and eigenfunctions; Equations; Heuristic algorithms;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6160593