This work was supported by King Abdullah University of Science and Technology (KAUST) Award Number KUS-11-010-01. We would like to acknowledge Dr. Habib Najm, Dr. Cosmin Safta and Dr. Jaideep Ray (Combustion Research Facility, Sandia National Laboratories, Livermore, CA, USA) for their major contribution towards the SAMR tool development. Special thanks to Dr. Santosh Shanbhogue (Research Scientist, Reacting Gas Dynamics Laboratory, MIT, Cambridge, MA, USA) for his invaluable inputs and suggestions.