A new order selection method for auto-regressive processes

An approximate formula for the residual variance of autoregressive modeling with the least-squares-forward (LSF) method is derived. By using this formula the statistical behavior of the residual variance is determined approximately. Based on this formula, a new sequential testing algorithm for order selection of auto-regressive processes is proposed. The performance of the algorithm is demonstrated by computer simulations.