The work deals with mathematical optimisation with the use of stochastic method commonly referred to as adaptive random search (ARS). Extensions and modifications of the algorithm presented first in [1] by Luus and Jaakola have been developed. Results of tests proved that these modifications increase largely reliability of obtaining global optimum.