My task is to classify into two classes the time series like these shown in the figure.
The figure shows one class on the left sub-figure and second one on the right. The series are shown in pairs for more clarity, but each series on the left (and right) belongs to one of the respective classes. The scale of the right panel is reduced to show all series, but these series are of the same amplitude as the left ones.
Is it possible to apply RNN (or other methods) to classify the series of this kind into two classes?
I have never used neural networks, but I am just looking for an adequate method for this problem.