This paper presents a method for maintaining diversity of chromosomes for solving the problem of premature convergence in genetic algorithms. With the new method, multiple phenotypes are produced from a chromosome and selections of the chromosomes are done with multiple fitness values. Diversity of the chromosomes are thus maintained and the premature convergence can be avoided.
