You could stack different time signals together and thus create one time signal with multiple channels. Imaging EEG data filtered with different bandpasses. You could create a signal for each band, concat these signals and convolve through the time dimension using all input channels.
It’s comparable to the color channels of an image.
I hope it makes sense to you