Litcius/Paper detail

A Multilayer Nonlinear Elimination Preconditioned Inexact Newton Method for Steady-State Incompressible Flow Problems in Three Dimensions

Li Luo, Xiao‐Chuan Cai, Zhengzheng Yan, Lei Xu, David E. Keyes

2020SIAM Journal on Scientific Computing13 citationsDOI

Abstract

We develop a multilayer nonlinear elimination preconditioned inexact Newton method for a nonlinear algebraic system of equations, and a target application is the three-dimensional steady-state incompressible Navier--Stokes equations at high Reynolds numbers. Nonlinear steadystate problems are often more difficult to solve than time-dependent problems because the Jacobian matrix is less diagonally dominant, and a good initial guess from the previous time step is not available. For such problems, Newton-like methods may suffer from slow convergence or stagnation even with globalization techniques such as line search. In this paper, we introduce a cascadic multilayer
\nnonlinear elimination approach based on feedback from intermediate solutions to improve the convergence of Newton iteration. Numerical experiments show that the proposed algorithm is superior to the classical inexact Newton method and other single layer nonlinear elimination approaches in terms of the robustness and efficiency. Using the proposed nonlinear preconditioner with a highly parallel
\ndomain decomposition framework, we demonstrate that steady solutions of the Navier--Stokes equations with Reynolds numbers as large as 7,500 can be obtained for the lid-driven cavity flow problem in three dimensions without the use of any continuation methods.

Topics & Concepts

Jacobian matrix and determinantPreconditionerMathematicsNonlinear systemNewton's methodApplied mathematicsRobustness (evolution)Rate of convergenceAlgebraic equationDomain decomposition methodsIncompressible flowReynolds numberLocal convergenceConvergence (economics)Iterative methodMathematical analysisFlow (mathematics)Mathematical optimizationComputer scienceFinite element methodGeometryMechanicsBiochemistryGeneChemistryEconomic growthEconomicsComputer networkChannel (broadcasting)TurbulenceQuantum mechanicsThermodynamicsPhysicsAdvanced Numerical Methods in Computational MathematicsMatrix Theory and AlgorithmsNumerical methods for differential equations