In order to serve for the ecological monitoring efficiency of Poyang Lake, a improved algorithm mixed with differential evolution and particle swarm optimization is proposed and applied to optimize the coverage problem of wireless sensor network. And then, the affect of the population size and the number of iterations on the coverage performance is discussed and analyzed. The four kinds of statistical results about the coverage rate are obtained through a lot of simulation experiments.