Abstract
We bound the condition number of the Jacobian in pseudo-arclength continuation problems, and we quantify the effect of this condition number on the linear system solution in a Newton-GMRES solve. Pseudo-arclength continuation solves parameter dependent nonlinear equations G(u, λ) = 0 by introducing a new parameter s, which approximates arclength, and viewing the vector x = (u, λ) as a function of s. In this way simple fold singularities can be computed directly by solving a larger system F(x, s) = 0 by simple continuation in the new parameter s. It is known that the Jacobian Fx of F with respect to x = (u, λ) is nonsingular if the path contains only regular points and simple fold singularities. We introduce a new characterization of simple folds in terms of the singular value decomposition, and we use it to derive a new bound for the norm of Fx-1. We also show that the convergence rate of GMRES in a Newton step for F(x, s) = 0 is essentially the same as that of the original problem G(u, λ) = 0. In particular, we prove that the bounds on the degrees of the minimal polynomials of the Jacobians Fx and Gu differ by at most 2. We illustrate the effectiveness of our bounds with an example from radiative transfer theory.
Original language | English (US) |
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Pages (from-to) | 263-276 |
Number of pages | 14 |
Journal | SIAM Journal on Numerical Analysis |
Volume | 45 |
Issue number | 1 |
DOIs | |
State | Published - 2007 |
All Science Journal Classification (ASJC) codes
- Numerical Analysis
- Computational Mathematics
- Applied Mathematics
Keywords
- Eigenvalues
- Fold point
- GMRES
- Limit point
- Pseudo-arclength continuation
- Rank-one update
- Simple fold
- Singular vectors
- Singularity
- Turning point