Increased space-parallelism via time-simultaneous Newton-multigrid methods for nonstationary nonlinear PDE problems. (May 2021)
- Record Type:
- Journal Article
- Title:
- Increased space-parallelism via time-simultaneous Newton-multigrid methods for nonstationary nonlinear PDE problems. (May 2021)
- Main Title:
- Increased space-parallelism via time-simultaneous Newton-multigrid methods for nonstationary nonlinear PDE problems
- Authors:
- Dünnebacke, Jonas
Turek, Stefan
Lohmann, Christoph
Sokolov, Andriy
Zajac, Peter - Other Names:
- Benner Peter guest-editor.
- Abstract:
- We discuss how "parallel-in-space & simultaneous-in-time" Newton-multigrid approaches can be designed which improve the scaling behavior of the spatial parallelism by reducing the latency costs. The idea is to solve many time steps at once and therefore solving fewer but larger systems. These large systems are reordered and interpreted as a space-only problem leading to multigrid algorithm with semi-coarsening in space and line smoothing in time direction. The smoother is further improved by embedding it as a preconditioner in a Krylov subspace method. As a prototypical application, we concentrate on scalar partial differential equations (PDEs) with up to many thousands of time steps which are discretized in time, resp., space by finite difference, resp., finite element methods. For linear PDEs, the resulting method is closely related to multigrid waveform relaxation and its theoretical framework. In our parabolic test problems the numerical behavior of this multigrid approach is robust w.r.t. the spatial and temporal grid size and the number of simultaneously treated time steps. Moreover, we illustrate how corresponding time-simultaneous fixed-point and Newton-type solvers can be derived for nonlinear nonstationary problems that require the described solution of linearized problems in each outer nonlinear step. As the main result, we are able to generate much larger problem sizes to be treated by a large number of cores so that the combination of the robustly scalingWe discuss how "parallel-in-space & simultaneous-in-time" Newton-multigrid approaches can be designed which improve the scaling behavior of the spatial parallelism by reducing the latency costs. The idea is to solve many time steps at once and therefore solving fewer but larger systems. These large systems are reordered and interpreted as a space-only problem leading to multigrid algorithm with semi-coarsening in space and line smoothing in time direction. The smoother is further improved by embedding it as a preconditioner in a Krylov subspace method. As a prototypical application, we concentrate on scalar partial differential equations (PDEs) with up to many thousands of time steps which are discretized in time, resp., space by finite difference, resp., finite element methods. For linear PDEs, the resulting method is closely related to multigrid waveform relaxation and its theoretical framework. In our parabolic test problems the numerical behavior of this multigrid approach is robust w.r.t. the spatial and temporal grid size and the number of simultaneously treated time steps. Moreover, we illustrate how corresponding time-simultaneous fixed-point and Newton-type solvers can be derived for nonlinear nonstationary problems that require the described solution of linearized problems in each outer nonlinear step. As the main result, we are able to generate much larger problem sizes to be treated by a large number of cores so that the combination of the robustly scaling multigrid solvers together with a larger degree of parallelism allows a faster solution procedure for nonstationary problems. … (more)
- Is Part Of:
- International journal of high performance computing applications. Volume 35:Number 3(2021)
- Journal:
- International journal of high performance computing applications
- Issue:
- Volume 35:Number 3(2021)
- Issue Display:
- Volume 35, Issue 3 (2021)
- Year:
- 2021
- Volume:
- 35
- Issue:
- 3
- Issue Sort Value:
- 2021-0035-0003-0000
- Page Start:
- 211
- Page End:
- 225
- Publication Date:
- 2021-05
- Subjects:
- Parallel-in-time -- space-time multigrid -- multigrid waveform relaxation -- nonlinear PDEs -- time-simultaneous Newton
High performance computing -- Periodicals
Supercomputers -- Periodicals
004.1105 - Journal URLs:
- http://hpc.sagepub.com ↗
http://www.uk.sagepub.com/home.nav ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1177/10943420211001940 ↗
- Languages:
- English
- ISSNs:
- 1094-3420
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15370.xml