How to increase the convergence speed?

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SUMMARY

The discussion focuses on improving the convergence speed of iterative solutions for the Reynolds Equation and the Poisson Equation, specifically in the context of calculating air pressure in a porous air bearing. The user employs the finite difference method and seeks advice on utilizing the Newton-Raphson method or the Regula Falsi method to enhance convergence for a 2D finite difference grid. The challenge lies in ensuring continuity of pressure at the inner radius of the porous cylinder while solving both equations iteratively. Suggestions include combining grids to create a single larger matrix for simultaneous equation solving.

PREREQUISITES
  • Finite Difference Method for numerical analysis
  • Reynolds Equation and Poisson Equation fundamentals
  • Newton-Raphson method for root-finding
  • Understanding of 2D grid systems in computational fluid dynamics
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  • Research the implementation of the Newton-Raphson method in 2D finite difference grids
  • Explore the Regula Falsi method for improving convergence in iterative solutions
  • Investigate techniques for combining finite difference grids into a single matrix
  • Study advanced numerical methods for solving coupled equations in fluid dynamics
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Engineers and researchers in computational fluid dynamics, particularly those working with porous media and iterative numerical methods for pressure calculations.

hermano
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Hi,

I'm using the finite difference method to solve both the Reynolds Equation and the Poisson equation in order to calculate the air pressure of a porous air bearing. The Reynolds equation describes the flow in the channel between the rotor and stator, while the Poisson equation the flow through a porous material describes. However, the pressure in the channel, calculated by the Reynolds equation, and the pressure in the porous material at r = ri (inner radius of the porous cilinder) must be equal to each other in order to ensure continuity of the pressure at r = ri. Because both equations are solved iteratively, the loop is only stopped from the moment that both pressures are equal to each other at r = ri.

During this iterative process, the pressure distribution in the channel calculated by the Reynolds equation at step i, is used in step i+1 as a boundary conditions for calculating the pressure distribution within the porous material from the Poisson equation. This result of the pressure distribution within the porous material, is then used to solve the Reynolds equation again. This process repeats until the pressure difference at r = ri, from both equations is lower than a certain percentage. However, the convergence rate of this method is very slowly.

Does anyone know how I can increase the convergence speed? I was thinking about the Newton-Raphson method or the Regula Falsi method. However, I don't really know how to do this for a 2D problem (finite difference grid for the pressure distribution between the rotor and stator is 2D).

Any help or example is welcome!
 
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Is there any way you can combine the grids so there is only one matrix that is larger? That way the algebraic set of equations are not solved separately.
 

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