The following link has two notes in time series written by Professor Peter Phillips:

http://korora.econ.yale.edu/phillips/teach/notes/1988-lectures.pdf

http://korora.econ.yale.edu/phillips/teach/notes/1995-lectures.pdf

They are old but are classical and still very useful! Note that part of the first one are currently missing.