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2024-11-13

Mesh Convergence Study

In simulations using the finite element method, the mesh is of crucial importance. This article describes the essential features of a mesh convergence study to determine the required mesh refinement for sufficiently accurate results.

General

Simulations performed using the finite element method are based on what is known as discretization. In this case, a problem with an unknown solution is decomposed into sub-problems for which an approximate solution can be determined. In the present case, this is a geometric decomposition into finite (finite) components (elements) whose physical behavior can be approximately described by approximation functions. This leads to the importance of performing a mesh convergence study. The FE mesh is usually refined iteratively, starting from a coarse mesh. The goal of such a study is to select a mesh that provides sufficiently accurate results. A middle way is sought. On the one hand, the mesh should be fine enough that further refinement does not lead to a relevant increase in accuracy, but on the other hand, it should be as coarse as possible in order to save resources (computational time/memory). Reaching the convergence limit, for example, less than 1% change in results between steps, indicates a stable solution. In general, convergence is more likely to be achieved for displacements than for higher-order results, such as stresses and strains. It is important to select a special point for monitoring, because the change of the mesh can also lead to a change of the coordinates of the FE mesh nodes. In RFEM, you can achieve this, for example, by evaluating geometrically defined nodes or by using additional surface result points.

You can control the meshing in RFEM using various mesh settings.. It may be advisable not to refine the entire model if the results depend on the local mesh. For this purpose, RFEM provides the option of local FE mesh refinement.

Example of Deflection on Cantilever

As mentioned above, the easiest way to achieve convergence is by looking at the deformations. In the following, you can see an example according to Bernd Klein [1] that examines the influence of meshing on the final displacement of a cantilever. The model consists of an aluminum cantilever with a length of 100 mm and a modulus of elasticity of 70 GPa. The cross-section is a flat upright plate with a height of 20 mm and a width of 1 mm. A load of 1 kN is applied at the end of the cantilever.

The goal is to study the deformation at the end of the cantilever, which was modeled using surfaces, as a function of mesh density. In addition, different types of meshes, triangular and quadrilateral elements, were analyzed. For comparison, the modeling was also carried out using beam elements, with (Tomoshenko) and without (Bernoulli) considering the shear strain. The model of beam and quadrangle elements, as well as the results obtained, are shown in the image below.

As you can see, the mesh of the beam element has no influence on the deformation of the end node in this case. However, the shear strain is considered, as expected. The deformation without shear distortion (Bernoulli) is lower at 7.145 mm than according to Timoshenko at 7.365 mm. The deformations of the cantilever surfaces approach this value as the mesh refinement increases. These relations are clearly visible in the following diagram.

Example of Stress and Strain on Plate

The next example shows the influence of the mesh on the calculated stress and strain results. For this purpose, a surface was modeled with a free rectangular load and lifting line supports.

The mesh convergence is checked at a surface result point located at a corner of the free rectangular load. The following image illustrates this principle. The upper window shows the model with meshing, the middle window shows the first principal stresses obtained, and the lower one shows those of the first principal strains. The meshing increases in the models from left to right.

The following diagram shows the approximation of stress and strain values with increasing mesh fineness to a limit value, the so-called convergence behavior. Since it is not trivial to determine the actual value of the stress here, it is advisable to evaluate the relative change compared to the previous mesh step. This is shown in the lower part of the diagram. With a target FE element length of 0.01 m, both stress and strain deviate by only about 0.2% from the previous refinement step.

Final Notes

The examples selected here are intended to show a simplified procedure for the mesh convergence study. However, it should be noted that other parameters may be the target of this investigation in the individual simulation. Furthermore, different factors may lead to different requirements. These can be of a geometric nature, for example, where a curvature needs to be represented very accurately by the elements. Also, the analysis of local damage (for example, brittle failure behavior) requires a comparatively finer mesh than for plastification.
If there is no approximation to a limit value with increasing mesh refinement, this could be a singularity problem. You can find more information about this in the technical article at the following link.


Author

Mr. Gebhardt provides technical support for customers of Dlubal Software and takes care of their requests.

Links
References
  1. Klein, B. (1997). Grundlagen und Anwendungen der Finite-Elemente-Methode. Braunschweig/Wiesbaden: Vieweg Verlag.


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