Summary of Nonlinear Solvers Available from PETSc
See the paper Composing Scalable Nonlinear Algebraic Solvers or the PETSc users manual for details on the algorithms
Requests and contributions welcome
Algorithm | Name of solver | |||||
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* No embedded line search, use left preconditioning with nrichardson |
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Newton's method | newtonls | Use -snes_mf for matrix-free linear solvers | ||||
Newton's method with trust region* | newtontr | |||||
Single linearization* | ksponly | Essentially one step of Newtwon without a line search | ||||
Quasi-Newton method (BFGS) | qn | |||||
Nonlinear CG | ncg | Requires nearly symmetric Jacobian for good convergence | ||||
Nonlinear GMRES | ngmres | |||||
Anderson mixing | anderson | |||||
Nonlinear Richardson | nrichardson | |||||
Nonlinear Gauss-Siedel* | ngs | |||||
Full Approximation Scheme (nonlinear multigrid) | fas | |||||
Nonlinear additive Schwarz method* | nasm | |||||
Nonlinear additive Schwarz preconditioned inexact Newton (ASPIN) methods | aspin | |||||
Composite; combine several nonlinear solvers | composite | |||||
Preconditioned nonlinear solver/ | SNESGetNPC() | Can be combined to accelerate many of the solvers |