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.