A method and device for predicting a gas composition, including pre-processing, by non-negative matrix factorization, a set of input parameters related to a fluid mixture of hydrocarbons and non-hydrocarbons fed into a multistage separator, and training an extreme learning machine model to predict the composition of non-hydrocarbons in the fluid mixture.