Dynamic optimization of natural gas pipeline networks with demand and composition uncertainty

•Dynamic pipeline network model is developed with rigorous thermodynamic equations.•Optimal dynamic operation of pipelines is determined to minimize compression costs.•Supply gas composition and demand nodes flow rates are assumed to be uncertain.•Robust optimization is applied using back-off constraints calculated from Monte Carlo simulation.