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Did not reach 100% convergence. â Ran one promising (which appeared not to be under or over corrected) simulation for a period of several days (>69000 iterations) and achieved a convergence rate of only 61.3%. â By the way the pendulum falls during the testing section of the simulation, the neural network does not yet appear to have âlearnedâ to balance the inverse pendulum.