The neuro-musculo-skeletal model we developed yields very promising results. The CMA optimization algorithm successfully helps to find optimal parameter configuration for the model. The optimization process converges quickly in around 2000 iteration. And the simulated gait pattern is highly consistent with the experimental data collected from real ants walking in the free mode.