Unsupervised learning algorithms to detect anomaly in waves
Try Nonparametric Statistics. 
You may divide your random trajectories into parts and compare their statistic characteristics (mean and variance). Smth like this (but not exactly):

http://www.cscjournals.org/manuscript/Journals/SPIJ/volume7/Issue1/SPIJ-210.pdf