Absorptions of CO and CO2 molecules on graphene are studied using DFTB and QE. CO and CO2 molecules can alter chemisorption on vacancy of graphene. Vacancy-defected graphene is highly sensitive and selective toward detection of CO. Normalized Conductance varies linearly with CO or CO2 gas doses in consistency with experimental data.