This project aims to simulate and optimize the design of microfludic channels used in a micromachined device for neuron culturing and neural circuit modeling. The simulation models are built with COMSOL Multiphysics and the capillary filling level set method. Quantitative comparisons were done to evaluate the influence of various design parameters on fluid flow characteristics and to allow the selection of the optimal parameter set.