Thanks for the detailed post. I think the only thing you're missing is a comparison between the deep learning model and your analytical one.
Also some plot showing the predict method against the know data so we can appreciate how good a fit it was.
Data Scientist and Chartered Aeronautical Engineer (MEng CEng EUR ING MRAeS) with over 15 years experience in the Aerospace, Defence and Rail Industry.