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Problems involving network design can be found in many real world applications such as power systems, vehicle routing, telecommunication networks, phylogenetic trees, among others. These problems involve thousands or millions of input variables and often need information and solution in real time. In general, they are computationally complex (NP-Hard). In this context, metaheuristics like evolutionary...