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Converging on an Accurate Solution

This article was published in Machine Design, "Converging on An Accurate Solution," April 13, 2006

In finite element analysis (FEA), a finer mesh often results in a more accurate solution. While engineers cannot typically obtain the exact solution for a model, an approximation can be obtained with very high accuracy using finite-element methods. However, as a mesh is made finer and accuracy increased, computational intensity also increases, often leading to longer solution times. This conundrum begs the question: Just how fine of a mesh is fine enough to accurately represent the real-world event? The question cannot be answered categorically. To find the solution that best balances computational capacity and accuracy, you should perform a mesh convergence study.

A mesh convergence study is an empirical process that compares the results of one meshed model with those of another. As such, one of the easiest and best ways to start is with the fewest, yet reasonable number of elements. That is, begin by meshing your model as coarsely as seems reasonable and analyze it. Then, recreate the mesh with a denser element distribution, re-analyze it and compare the results to those of the more coarsely-meshed model. Are the results similar? If not, then the coarse mesh is not very accurate. Increase the mesh density and re-analyze the model.

Keep increasing the mesh density and re-analyzing the model until the results converge satisfactorily. That is, when you reach a point at which finer meshing no longer yields appreciably different results, the mesh may be considered fine enough. This type of mesh convergence study can help you obtain an accurate solution with a mesh that is sufficiently dense and yet not overly demanding of computer resources.

 

 

 

 

 

 

 

 

Figure 1

 A precision contour display gives a visual indication of the effects of the finite element mesh on accuracy.


 

 

 

 

 

Figure 2

A  stainless steel plate (4" x 4" x 0.1") with fixed boundary conditions on all sides is subjected to a uniform pressure load of 100 psi normal to the element faces. A mesh convergence study is performed using an n x n mesh where n = 2, 4, 8, 16 and 32 plate elements.

 
 
  Bob Williams
Product Manager
ALGOR, Inc.
Pittsburgh, PA


 

To determine when results have converged satisfactorily and accurately, you can use the following methods:

  • Display precision contours, which show a graphical representation of the stepped changes in results from one element to the next. This contour can be used to determine the effect of the mesh on accuracy and as guidance for the locations needing mesh refinement.
     

  • Display unsmoothed result contours to see the stepped changes in the results between adjacent elements.
     

  • Display residual forces in the model and check the reactions at supports to make sure they balance or otherwise meet expectations based on engineering judgment.
     

  • Inquire on the result values at the same location (e.g., the center).

n

Displacement

2

0.01299

4

0.01163

8

0.01230

16

0.01254

32

0.01261

 

Figure 3

A plot of maximum displacement versus n shows the changes in displacement results for the different mesh densities. The displacement results converge as the mesh density increases. The displacement magnitudes are shown to the left of the plot.

 

 

n

Stress

2

14344

4

22867

8

22240

16

22047

32

21994

 

Figure 4

A plot of maximum von Mises stress versus n shows the changes in stress results for the different mesh densities. The stress results at the center of the plate model converge upon a solution (~22 ksi) as the mesh density increases. The maximum von Mises stresses are shown to the left of the plot. Although this example shows displacement and stress results, the same general method can be used to perform a mesh convergence study for other types of results.

 


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