Improving hybrid ad hoc networks: The election of gateways

•Intelligent selection of a gateway in ad hoc networks based in performance metrics.•Selection method based on a fuzzy system optimized by a genetic algorithm.•The fitness function of the genetic algorithm is designed with another fuzzy system in order to accomplish it optimization task.•This system over-performs other similar systems in the Internet gateway election problem.