Any other method other than following two graphical methods?? 

1) Mean residual life (or mean excess) plot;

2) Threshold stability plot(s);

If no. What is the precise guidance to choose the threshold. I'm not clear with these plots.

and is there any method which considers the non-stationarity in the series??

Thanks in advance..