The article was consecrated the bayesian modelling and forecasting on the ground the hierarchical models of time series in case missing data. The principles of bayesian modeling and forecasting were put-upon to analysis of production of electric power. In the article to building, estimation and prediction the bayesian, hierarchical models were used numerical methods Monte Carlo.