Evolutionary algorithms are the algorithms that are based on the evolution of the species; in general they are based on the main evolutionary theory of Charles Darwin. The way the evolutionary mechanisms are implemented varies considerably; however, the basic idea behind all these variations is similar. Evolutionary algorithms are characterized by the existence of a population of individuals exposed to environmental pressure, which leads to natural selection, i.e. the survival of the fittest, and in turn the increase of the average fitness of the population. Fitness is the measure of the degree of adaptation of an organism to its environment; the bigger the fitness is, the more the organism is fit and adapted to the environment. In general, evolutionary algorithms focus only on a subset of mechanisms defined over the biological evolutionary process. Citations are important for a journal to get impact factor. Impact factor is a measure reflecting the average number of citations to recent articles published in the journal. The impact of the journal is influenced by impact factor, the journals with high impact factor are considered more important than those with lower ones. This information can be published in our peer reviewed journal with impact factors and are calculated using citations not only from research articles but also review articles (which tend to receive more citations), editorials, letters, meeting abstracts, short communications, and case reports.