A Flexible Krylov Solver for Shifted Systems with Application to Oscillatory Hydraulic Tomography
نویسندگان
چکیده
We discuss efficient solutions to systems of shifted linear systems arising in computations for oscillatory hydraulic tomography (OHT). The reconstruction of hydrogeological parameters such as hydraulic conductivity and specific storage, using limited discrete measurements of pressure (head) obtained from sequential oscillatory pumping tests, leads to a nonlinear inverse problem. We tackle this using the quasilinear geostatistical approach [13]. This method requires repeated solution of the forward (and adjoint) problem for multiple frequencies, for which we derive flexible preconditioned Krylov subspace solvers specifically for shifted systems. The solvers allow the preconditioner to change at each iteration. We analyse the convergence of the solver and perform an error analysis when an iterative solver is used for inverting the preconditioner matrices. Finally, we apply our algorithm to a challenging application taken from oscillatory hydraulic tomography to demonstrate the computational gains by using the resulting method.
منابع مشابه
DELFT UNIVERSITY OF TECHNOLOGY REPORT 07-09 A Minimal Residual Method for Shifted Skew-Symmetric Systems
We describe the MRS solver, a Minimal Residual method based on the Lanczos algorithm that solves problems from the important class of linear systems with a shifted skew-symmetric coefficient matrix using short vector recurrences. The MRS solver is theoretically compared with other Krylov solvers and illustrated by some numerical experiments.
متن کاملSolving large systems arising from fractional models by preconditioned methods
This study develops and analyzes preconditioned Krylov subspace methods to solve linear systems arising from discretization of the time-independent space-fractional models. First, we apply shifted Grunwald formulas to obtain a stable finite difference approximation to fractional advection-diffusion equations. Then, we employee two preconditioned iterative methods, namely, the preconditioned gen...
متن کاملKrylov Subspace Recycling for Sequences of Shifted Linear Systems
We study the use of Krylov subspace recycling for the solution of a sequence of slowlychanging families of linear systems, where each family consists of shifted linear systems that differ in the coefficient matrix only by multiples of the identity. Our aim is to explore the simultaneous solution of each family of shifted systems within the framework of subspace recycling, using one augmented su...
متن کاملEigenvalue Solvers for Modeling Nuclear Reactors on Leadership Class Machines
Three complementary methods have been implemented in the code Denovo that accelerate neutral particle transport calculations with methods that use leadership-class computers fully and effectively: a multigroup block (MG) Krylov solver, a Rayleigh Quotient Iteration (RQI) eigenvalue solver, and a multigrid in energy (MGE) preconditioner. The MG Krylov solver converges more quickly than Gauss Sei...
متن کاملEfficient Implementation of Inner-Outer Flexible GMRES for the Method of Moments Based on a Volume-Surface Integral Equation
This paper presents flexible inner-outer Krylov subspace methods, which are implemented using the fast multipole method (FMM) for solving scattering problems with mixed dielectric and conducting object. The flexible Krylov subspace methods refer to a class of methods that accept variable preconditioning. To obtain the maximum efficiency of the inner-outer methods, it is desirable to compute the...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- SIAM J. Scientific Computing
دوره 35 شماره
صفحات -
تاریخ انتشار 2013