A time series needs to be stationary or else building a time series model on top is not technically possible. This can be called a prerequisite for model building. For a stationary time series, the mean, variance, and autocorrelation are consistently distributed over time.

The following graphs show the wave forms for Stationary Time Series (top) and Non-Stationary Time series (bottom):