He was the son of physicist Franz Ernst Neumann (1798-1895), and grandson of chemist Karl Gottfried Hagen (1749-1829).
In 1855 he obtained his doctorate from Albertina Universität Königsberg, where one of his instructors was Hermann von Helmholtz.