Theoretically, a new closed-form parameter re-estimation formula is suggested for training LPHMM.

The design consideration, performance estimation and test re-ults are described.

To improve the time delay estimation accuracy, this paper introduces the re-weighting method with mother wavelets based on the generalized correlation method for estimation of time delay.