“…Many DFT studies have emphasized on the structural, electronic, catalytic, and magnetic properties of metal-oxide, such as Fe 2 O 3, and Al 2 O 3 (Alvarez-Ramirez et al, 2004;Ma et al, 2006;Mason et al, 2009;Rohrbach et al, 2004;Rollmann et al, 2004;Zhong et al, 2008;Mason et al, 2010). It has been extended into other systems, e.g., carbon nanotubes or graphene (Li et al, 2010;Chattaraj et al, 2009), transition metals (Cramer et al, 2009), semiconductors (Jin et al, 2011), and metals (e.g., Pd, Au, Cu) (Yang et al, 2007).…”