“…On the other hand, ray-tracing based radio propagation prediction models have shown promise in microcell environments [6,7,8,9,10,11,12,13,14]. Such techniques take into account fine-level features of a geographic area including building shapes and orientations, electrical characteristics of building materials, terrain, locations of transmitters and receivers, heights and patterns of antennas used by both base and mobile stations, and can even incorporate weather and vegetation [15,16]. Propagation predictions can play an important role in determining network parameters including coverage, transmitted-data rates, optimal base station locations and antenna patterns.…”