“…Certainly, a large number of researchers have investigated the application of HPC to subsurface simulation. Most of this research has focused on the application of high performance computing to solve hypothetical subsurface problem scenarios [ Kolditz et al , 2012 ; Navarre-Sitchler et al ., 2013 ] or real-world ones [ Tompson et al , 1998 ; Zhang et al , 2003 ; White et al , 2004 , 2008 ; Yamamoto et al , 2009 ; Hammond and Lichtner , 2010 ; Hammond et al , 2011 ; Nowak et al , 2011 ; Yabusaki et al , 2011 ; Chen et al , 2012 , 2013 ], with little to no analysis of parallel performance. Research on the scalability of parallel subsurface simulators has often focused on hypothetical scenarios or proofs of concept [ Gwo et al , 2001 ; Jones and Woodward , 2001 ; Hammond et al , 2005 ; Kollet and Maxwell , 2006 ; Kollet et al , 2010 ; Guo et al , 2013 ].…”