Matrix-Free Polynomial-Based Nonlinear Least Squares Optimized Preconditioning and its Application to Discontinuous Galerkin Discretizations of the Euler Equations

Abstract

We introduce a preconditioner that can be both constructed and applied using only the ability to apply the underlying operator. Such a preconditioner can be very attractive in scenarios where one has a highly e cient parallel code for applying the operator. Our method constructs a polynomial preconditioner using a nonlinear least squares (NLLS) algorithm. We show that this polynomial-based NLLS-optimized (PBNO) preconditioner signi cantly improves the performance of a discontinuous Galerkin (DG) compressible Euler equation model when run in an implicit-explicit time integration mode. The PBNO preconditioner achieves signi cant reduction in GMRES iteration counts and model wall-clock time, and signi cantly outperforms several existing types of generalized (linear) least squares (GLS) polynomial preconditioners. Comparisons of the ability of the PBNO preconditioner to improve DG model performance when employing the Stabilized Biconjugate Gradient algorithm (BICGS) and the basic Richardson (RICH) iteration are also included. In particular, we show that higher order PBNO preconditioning of the Richardson iteration (run in a dot product free mode) makes the algorithm competitive with GMRES and BICGS in a serial computing environment. Because the NLLS-based algorithm used to construct the PBNO preconditioner can handle both positive de nite and complex spectra without any need for algorithm modi cation we suggest that the PBNO preconditioner is, for certain types of problems, an attractive alternative to existing polynomial preconditioners based on linear least-squares methods.

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Document Details

Document Type
Technical Report
Publication Date
Jun 01, 2015
Accession Number
ADA625374

Entities

People

  • Carlos F. Borges
  • F. X. Giraldo
  • L. E. Carr Iii

Organizations

  • Naval Postgraduate School

Tags

Communities of Interest

  • Energy and Power Technologies
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Algorithms
  • Applied Mathematics
  • Eigenvalues
  • Electronic Mail
  • Environment
  • Equations
  • Euler Equations
  • High Resolution
  • Iterations
  • Least Squares Method
  • Linear Systems
  • Mathematics
  • Polynomials
  • Simulations
  • Spectra
  • Two Dimensional
  • Weighting Functions

Fields of Study

  • Mathematics

Readers

  • Distributed Systems and Data Platform Development
  • Finite Element Method (FEM) for solving Partial Differential Equations (PDEs)
  • Linear Algebra