Direct encoding of the solution into the chromosomes in a Random-Key Genetic Algorithm
As said elsewhere. Genetic algorithms are more art than science. The encoding and evaluating of chromosomes can be anything you like. The only "unacceptable" techniques are the ones that don't work.