Confusion about speech being piecewise stationary
In this context, stationary usually means that the spectral density is (theoretically) the same throughout the observation window.
So, piecewise stationary means that if you divide the signal into short enough time frames, the signal in each frame can be described, accurately enough, as sum of sinusoids in presence of white noise (which is stationary as well).