Popul at ion diversity loss is a major obstacle in applying genetic algorithms to optimizat ion problems, which often results in population degeneration and pr emature convergence . The diversity changes caused by t hree nat ural-select ion strategies-comparing new offspring to the leastfit spec imen in t he population , to one of t he parents, and to the most similar specimen in t he pop ulat ...