Monte Carlo simulations are widely used in nuclear physics to model experimental systems. In cases where there significant unknown quantities, such as energies of states, an iterative process simulating and fitting is often required describe data. We a Bayesian approach data, designed for data from 12Be(d,p) reaction measurement, using made with GEANT4. Q-values the 12C(d,p) well-known states 1...