It is proposed a brief overview of the global search methods and experimental comparison of appropriate software. By solving of set of the recognized test problems using software based on different search methods, the reliability of obtaining of the global extremums is compared. Based on conducted analysis, it is shown a high effectivity of developed by authors’ optimization algorithm in comparison with the modern genetic algorithms. The detailed mathematical description is given of the 17 test problems used for comparison.