Experiments and numerical simulations were conducted to study the flow field of an array of axial-flow marine hydrokinetic turbines operating in a flume. Particle image velocimetry and rotor torque measurements were collected from the experiments and compared to computational fluid dynamics simulations using Reynolds-averaged Navier-Stokes and large eddy simulation models. The simulations captured some wake characteristics accurately but differed from particle image velocimetry in their representation of the near wake and nacelle effects. Adding turbulent inflow to the large eddy simulation improved the realism of the wake behavior observed in experiments and other studies.