In this paper, we introduce a new method for noise estimation. The noise estimate is given by averaging past spectral power values and using a smoothing factor that is adjusted by the signal presence probability in every bins. Presence of speech is determined by the ratio between the energy of the smoothed noisy speech and its minimum. Objective and subjective evaluation confirm superiority in quality of the enhanced speech.