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The spatial variations and unsteadiness of the flow in an urban setting have provided challenges to numerical modeling. Understanding the importance of capturing these spatial variations and unsteadiness, the multipurpose finite element code FEFLO-URBAN was used to perform a Very Large Eddy Simulation (VLES) of MUST. One of the continuous release trials (2682353) was selected for special study. The terrain surface was modeled with geometric roughness in order to circumvent the problem of lack of turbulence production in the vertical direction. The FEFLO-URBAN simulations of the concentrations of the passive tracer were compared with the experimental measurements, resulting in agreement within an order of magnitude about 80% of the time. A study of sensitivity of the model results to resolution was made with four different mesh resolutions (500K, 4M, 8.1M and 32M elements). In addition, a sensitivity study concerning the wind direction inflow boundary condition was made for the case with 8.1M elements.