By optimizing microbial strains it is possible to improve product yield or improve growth characteristics. Microbial strains can be optimized through genetic engineering. It is proven that through genetic engineering it is able to obtain the desirable phenotypes. However, it is difficult to predict the effects of genetic modifications on the resulting phenotype due to the complexity of the networks. Optimization algorithms are implemented in previous works in order to identify the effec...