“…As an important strategic mineral resource, manganese ore relates to social and economic development, which has been widespreadly applied as deoxidizers, desulfurizers and alloying agents in the steel manufacturing (Barik et al, 2017;Wang et al, 2018;Zeng et al, 2018;Zhang et al, 2017); additionally, its far extensive applications include electrode materials, magnetic materials, building materials and catalysts (He et al, 2017;Meshram et al, 2017;Rifat et al, 2018;Saleh et al, 2017). However, the presence of contaminants such as adsorbed water, molecular water and high-valence oxides, causes the smelting process to be energy intensive and large coke consumption, even with unstable furnace conditions (Kralj et al, 2015;Su et al, 2012;Zhao et al, 2014). Additionally, the presence of gases formed by the decomposition of carbonates, high-valence manganese oxides and crystal water, results in accidental spraying and slag turning, rendering serious safety issues in the manufacturing process (Adewale et al, 2016;Jeswani and Azapagic, 2012).…”