The higher spring constant can lead to slower convergence in the Laplace method. So I suggest to try reducing the spring constant value to a reasonable level that maintains the desired behavior of your simulation while potentially speeding up convergence.
Consider lowering the maximum number of iterations if the simulation is converging well within a smaller number of iterations.
If your simulation code supports parallelism, you can leverage multiple processor cores or distributed computing to speed up the computation
Hope this helps you.
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