Parareal for Higher Index Differential Algebraic Equations
Idoia Cortes Garcia, Iryna Kulchytska-Ruchka, Sebastian Sch\"ops

TL;DR
This paper adapts the Parareal algorithm for higher index differential algebraic equations by focusing on differential components and using implicit Euler, demonstrating convergence in nonlinear index 2 DAEs.
Contribution
It introduces modifications to Parareal for higher index DAEs, applying it to differential parts and computing consistent initial conditions, with convergence results for specific structures.
Findings
Parareal converges for certain higher index DAEs
Implicit Euler suffices as a time integrator in specific cases
Numerical examples confirm the method's effectiveness
Abstract
This article proposes modifications of the Parareal algorithm for its application to higher index differential algebraic equations (DAEs). It is based on the idea of applying the algorithm to only the differential components of the equation and the computation of corresponding consistent initial conditions later on. For differential algebraic equations with a special structure as e.g. given in flux-charge modified nodal analysis, it is shown that the usage of the implicit Euler method as a time integrator suffices for the Parareal algorithm to converge. Both versions of the Parareal method are applied to numerical examples of nonlinear index 2 differential algebraic equations.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsNumerical methods for differential equations · Model Reduction and Neural Networks · Advanced Numerical Methods in Computational Mathematics
