An actual problem of track and field arenas location on spatial space is considered. It is known a density function of serviced object location and a loss function. It is necessary to place the predefined number of stations, to minimize loss function (transport expenses). Application of the genetic algorithm to the problem of optimal spatial location of service stations is described. To evaluate algorithm efficiency, plan of the experiments is designed. Numerical experiments are performed. The considered numerical examples show its efficiency.