Band-pass Reservoir Computing

— Many applications of Reservoir Computing (and other signal processing techniques) have to deal with information processing of signals with multiple time-scales. Classical Reservoir Computing approaches can only cope with multiple frequencies to a limited degree. In this work we investigate reservoirs build of band-pass filter neurons which can be made sensitive to a specified frequency band. We demonstrate that many currently difficult tasks for reservoirs can be handled much better by a band-pass filter reservoir.

• Type: Conference
• Year: 2008
• Where: IJCNN
• Authors: Francis Wyffels, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt
• Keywords: Artificial Intelligence, Band-pass filter, IJCNN 2008, Reservoir Computing, Reservoir Computing Approaches