Keywords: Oil production optimization; Black box simulator; Brugge field; Simultaneous perturbation stochastic approximation (SPSA); Ensemble base optimization (En-Opt); Particle swarm optimization (PSO); Pattern search (PS); Guided pattern search (GPS); Covariance