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Matrix-Free Methods for Stiff Systems of ODE’s
- Source :
- SIAM Journal on Numerical Analysis. 23:610-638
- Publication Year :
- 1986
- Publisher :
- Society for Industrial & Applied Mathematics (SIAM), 1986.
-
Abstract
- We study here a matrix-free method for solving stiff systems of ordinary differential equations (ODE’s). In the numerical time integration of stiff ODE initial value problems by BDF methods, the resulting nonlinear algebraic system is usually solved by a modified Newton method and an appropriate linear system algorithm. In place of that, we substitute Newton’s method (unmodified) coupled with an iterative linear system method. The latter is a projection method called the Incomplete Orthogonalization Method (IOM), developed mainly by Y. Saad. A form of IOM, with scaling included to enhance robustness, is studied in the setting of Inexact Newton Methods. The implementation requires no Jacobian matrix storage whatever. Tests on several stiff problems, of sizes up to 16,000, show the method to be quite effective and much more economical, in both computational cost and storage, than standard solution methods, at least when the problem has a certain amount of clustering in its spectrum.
- Subjects :
- Backward differentiation formula
Numerical Analysis
Mathematical optimization
Matrix-free methods
Applied Mathematics
Linear system
MathematicsofComputing_NUMERICALANALYSIS
Ode
Stiff equation
Computational Mathematics
symbols.namesake
Ordinary differential equation
ComputingMethodologies_SYMBOLICANDALGEBRAICMANIPULATION
Jacobian matrix and determinant
symbols
Applied mathematics
Newton's method
Mathematics
Subjects
Details
- ISSN :
- 10957170 and 00361429
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- SIAM Journal on Numerical Analysis
- Accession number :
- edsair.doi...........520da6d02ad81c1a17c2575c83c493d3