Abstract This paper describes the application of a modified genetic algorithm (GA) to optimize the design of gas transmission networks operating under steady-stable conditions. The gas-network optimization system is implemented by means of a genetic algorithm that executes an "intelligent search" in a "gas transmission networks" space. It obtains automatically and with a low computational work a distribution of pipeline segment diameters for a minimum investment cost, accomplishing some restrictions initially fixed.