Copeland was born at Moorside Farm, near Woodplumpton in Lancashire, England the son of Robert Copeland, yeoman, and his wife, Elizabeth Milner, and attended Kirkham Grammar School. He spent five years in Australia where he discovered his interest in astronomy. He returned in 1858 to pursue a career in engineering. Eager to pursue his astronomical interests, Copeland built a small observatory, gave up engineering, and then travelled to Germany to study astronomy at the University of Göttingen. When he returned to England, as a patron of Lord Rosse, Copeland brought back German methods of astronomy. Later he appointed many German astronomers as assistants, such as Oswald Lohse. Copeland then worked at the Dun Echt Observatory owned by the 26th Earl of Crawford. Copeland was a frequent traveler on worldwide expeditions and observed the 1874 and 1882 transits of Venus from Mauritius and Jamaica, respectively, and undertook other astronomical observations from Greenland. On 29 January 1889, Copeland became Astronomer Royal for Scotland, whereupon he first worked at the Calton Hill Observatory, Edinburgh. He was tasked to select a site for a new observatory, eventually choosing Blackford Hill, Edinburgh. Lord Crawford, his former benefactor, donated the astronomical collection from Dun Echt to the new site, which was opened in 1896. He was elected a Fellow of the Royal Society of Edinburgh in 1889, his proposers were John McLaren, Lord McLaren, Alexander Forbes Irvine, Alexander Buchan and P.G. Tait. He served as the Society's Vice President 1892–96 and 1898–1903. Copeland discovered thirty-five NGC objects, most of them with Lord Rosse's 72" reflector. Planetary nebulae were found by visual spectroscopy at Dun Echt and during an Andes expedition. Seven of the galaxies in the constellation Leo form the famous "Copeland Septet": NGC 3745, 3746, 3748, 3750, 3751, 3753, and 3754. Copeland was married twice, firstly in 1859 to Susannah Milner, and secondly in 1871 to Theodora Benfey. He had six children, one of whom was Fanny Susan Copeland. They lived on site at the Blackford Hill Observatory. He was fluent in French, German and Persian. He died in Edinburgh on 27 October 1905. He was buried in Morningside Cemetery, Edinburgh. He is buried with his second wife, Theodara, and his daughters Paula Theodora Copeland and Agnes Copeland MD. The grave lies in the south-west section of the cemetery.