In the thermal stage, reducing gases such as H2 and CO are formed via dissociation reactions under overall sub-stoichiometric combustion, although as described above, may also be formed by location of an in-line burner just upstream of a direct reduction catalyst system according to U.S. Pat. No. 5,494,879.