for time series data, just think of how many data streams you have – those are effectively your channels.
I dont think i’ve seen a formal definition, but channels are the streams of data that are in the same dimension, that you want to learn correlations across.
You can make your width dimension to be the channels dimension if you want, and that does make sense for specific data.