Thanks for your reply. Given that we have only a single reading per hour, our sine and cosine features may end up looking something like the following:

Are you suggesting to use something like the following:

Input (batch size X 24 X 3) where we have dimensions corresponding to: sine, cosine, and the actual input signal
Output (batch size X 24 X 1) where we have actual output