“…If an external optimizer is used, the simulation is treated as a black box model. Therefore, metaheuristic methods, such as genetic algorithm (Leboreiro and Acevedo, 2004;Bravo-Bravo et al, 2010;Medina-Herrera et al, 2014;Modla and Lang, 2012;Modla, 2013;You et al, 2015b) and other evolutionary algorithms are frequently applied, where only the values of the objective function and constraints are required. Sensitivity analysis of the process variables (Gil et al, 2009;Hilal et al, 2002;Langston et al, 2005;Luyben, 2008b) can also be used, independently of the modelling approach.…”