Methods and apparatus for determining operating conditions of bioreactors are disclosed. The method and the apparatus each receive N experimental data sets, model the bioreactor using the N experimental data sets to construct a bioreactor model, and use the constructed bioreactor model, The optimal operating conditions are determined based on the operating protocol of the bioreactor.