On the plot we have represented four reservoir nodes at different stages of processing, labeled according to equation 5 with k = 1. Starting from the bottom, and going clockwise, a input value u(n) gets multiplied by an input gain β and a mask value mi, then mixed with the previous node state αxi−k(n − 1). The result goes through the sine function to give the new state of the reservoir xi(n), which then gets amplified by a factor α and, after the delay, will get mixed with a new input u(n + 1). All the network states xi(n) are also collected by the readout unit, multiplied by their respective weights Wi and added together to give the desired output ŷ(n).