One of the most successful acoustic approaches is, the use of i-Vector framework for LID, where i-Vectors are extracted for each speech utterance, using an i-Vector extractor that consists of a GMM-UBM trained on top of BNF, followed by a Total Variability Subspace Model<cite> [2,</cite> 11] .