Let X1, ... , X p be p independent Poisson random variables. The problem is to 5imultaneously estimate the unknown parameters under the weighted entropy loss. Two different classes of dominating estimators are obtained by solving certain difference inequality. Using Monte Carlo method, we compute the risk improvement for the simultaneous estimation of the Poisson means.