Wheeler was an authority in the field of low-lying land reclamation and Lincolnshire history, writing books on the topics including "The History of the Fens of South Lincolnshire". He was an inventor of the eroder-dredger for which he received a bronze medal at the St Louis Exhibition, a freemason, and a member of Boston's Rifle Volunteer Corps, becoming its quartermaster sergeant.