Search
Now showing items 1-10 of 102
Partitioned exponential methods for coupled multiphysics systems
(Elsevier, 2021-03-01)
Multiphysics problems involving two or more coupled physical phenomena are ubiquitous in science and engineering. This work develops a new partitioned exponential approach for the time integration of multiphysics problems. ...
Linearly implicit GARK schemes
(Elsevier, 2021-03-01)
Systems driven by multiple physical processes are central to many areas of science and engineering. Time discretization of multiphysics systems is challenging, since different processes have different levels of stiffness ...
Machine learning based algorithms for uncertainty quantification in numerical weather prediction models
(Elsevier, 2021-03-01)
Complex numerical weather prediction models incorporate a variety of physical processes, each described by multiple alternative physical schemes with specific parameters. The selection of the physical schemes and the choice ...
Alternating directions implicit integration in a general linear method framework
(Elsevier, 2021-05-15)
Alternating Directions Implicit (ADI) integration is an operator splitting approach to solve parabolic and elliptic partial differential equations in multiple dimensions based on solving sequentially a set of related ...
Subspace adaptivity in Rosenbrock-Krylov methods for the time integration of initial value problems
(Elsevier, 2021-03-15)
The Rosenbrock–Krylov family of time integration schemes is an extension of Rosenbrock-W methods that employs a specific Krylov based approximation of the linear system solutions arising within each stage of the integrator. ...
Multirate implicit Euler schemes for a class of differential-algebraic equations of index-1
(Elsevier, 2021-05-15)
Systems of differential equations which consist of subsystems with widely different dynamical behaviour can be integrated by multirate time integration schemes to increase the efficiency. These schemes allow the usage of ...
Multirate linearly-implicit GARK schemes
(Springer, 2021-12-28)
Many complex applications require the solution of initial-value problems where some components change fast, while others vary slowly. Multirate schemes apply different step sizes to resolve different components of the ...
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation
(2021-11-16)
The data assimilation procedures used in many operational numerical weather forecasting systems are based around variants of the 4D-Var algorithm. The cost of solving the 4D-Var problem is dominated by the cost of forward ...
Eliminating Order Reduction on Linear, Time-Dependent ODEs with GARK Methods
(2022-01-19)
When applied to stiff, linear differential equations with time-dependent forcing, Runge-Kutta methods can exhibit convergence rates lower than predicted by the classical order condition theory. Commonly, this order reduction ...
Symplectic GARK methods for Hamiltonian systems
(2021-03-06)
Generalized Additive Runge-Kutta schemes have shown to be a suitable tool for solving ordinary differential equations with additively partitioned right-hand sides. This work generalizes these GARK schemes to symplectic ...