Shumway, Robert H., Stoffer, David S. (2017) Time Series Analysis and Its Applications With R Examples, Springer (the authors' version of the book can be found in https://www.stat.pitt.edu/stoffer/tsa4/tsa4.htm
Other useful references
Pruscha, E. (2013), Statistical Analysis of Climate Series, Springer.
Chandler, R.E., Scott, M.E. (2011) Statistical Methods for Trend Detection and Analysis in the Environmental Sciences, Wiley.