Introduction to Time Series and Forecasting (Hardcover)by Peter J. Brockwell (Author), Richard A. Davis (Author)
that's for beginning level, the same author also has a more advanced one: Time Series: Theory and Methods
basically tsa from Brockwell and Priestley are the most popular and classical books, latter is focused more on spectral analysis.
hope it helps=)