Classify multivariate time series
If you're in Python, there are a couple of packages that can automatically extract hundreds or thousands of features from your timeseries, correlate them with your labels, choose the most significant, and train models for you.

https://github.com/blue-yonder/tsfresh

https://github.com/rtavenar/tslearn