9,842 research outputs found
Exponential Integrators on Graphic Processing Units
In this paper we revisit stencil methods on GPUs in the context of
exponential integrators. We further discuss boundary conditions, in the same
context, and show that simple boundary conditions (for example, homogeneous
Dirichlet or homogeneous Neumann boundary conditions) do not affect the
performance if implemented directly into the CUDA kernel. In addition, we show
that stencil methods with position-dependent coefficients can be implemented
efficiently as well.
As an application, we discuss the implementation of exponential integrators
for different classes of problems in a single and multi GPU setup (up to 4
GPUs). We further show that for stencil based methods such parallelization can
be done very efficiently, while for some unstructured matrices the
parallelization to multiple GPUs is severely limited by the throughput of the
PCIe bus.Comment: To appear in: Proceedings of the 2013 International Conference on
High Performance Computing Simulation (HPCS 2013), IEEE (2013
On the convergence of Lawson methods for semilinear stiff problems
Since their introduction in 1967, Lawson methods have achieved constant
interest in the time discretization of evolution equations. The methods were
originally devised for the numerical solution of stiff differential equations.
Meanwhile, they constitute a well-established class of exponential integrators.
The popularity of Lawson methods is in some contrast to the fact that they may
have a bad convergence behaviour, since they do not satisfy any of the stiff
order conditions. The aim of this paper is to explain this discrepancy. It is
shown that non-stiff order conditions together with appropriate regularity
assumptions imply high-order convergence of Lawson methods. Note, however, that
the term regularity here includes the behaviour of the solution at the
boundary. For instance, Lawson methods will behave well in the case of periodic
boundary conditions, but they will show a dramatic order reduction for, e.g.,
Dirichlet boundary conditions. The precise regularity assumptions required for
high-order convergence are worked out in this paper and related to the
corresponding assumptions for splitting schemes. In contrast to previous work,
the analysis is based on expansions of the exact and the numerical solution
along the flow of the homogeneous problem. Numerical examples for the
Schr\"odinger equation are included
A splitting approach for the magnetic Schr\"odinger equation
The Schr\"odinger equation in the presence of an external electromagnetic
field is an important problem in computational quantum mechanics. It also
provides a nice example of a differential equation whose flow can be split with
benefit into three parts. After presenting a splitting approach for three
operators with two of them being unbounded, we exemplarily prove first-order
convergence of Lie splitting in this framework. The result is then applied to
the magnetic Schr\"odinger equation, which is split into its potential, kinetic
and advective parts. The latter requires special treatment in order not to lose
the conservation properties of the scheme. We discuss several options.
Numerical examples in one, two and three space dimensions show that the method
of characteristics coupled with a nonequispaced fast Fourier transform (NFFT)
provides a fast and reliable technique for achieving mass conservation at the
discrete level
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