Using DCPM-FGA Direct comparison-proportional method and Fuzzy genetic algorithm to train the parameters of HMM is a very good idea. Different simulations are made for different codebook sizes. The results of simulations show that when the codebook size is bigger, the DCPM-FGA is better than B-W algorithm, otherwise, it has almost the same performance with the above algorithms.