Gilmore was born at Blackheath in Kent on 5 March 1885, the son of David Gilmour of Shanghai and Margaret Jane (née Muirhead), and educated at Clifton College as an Engineer [REF].
He started his practical engineering training at Allens of Bedford from 1905 to 1907 and then to the Adams Motor Company where he specialised in internal combustion engines [REF].