Phenomena related to global warming have been of particular interest among researchers, strongly encouraging them to identify various methods of adsorbing contributing gases, such as CH 4 and CO 2 [1,2]. Many adsorbents have been widely proposed and studied to remove greenhouse gases from the atmosphere and protect the environment [3,4]. Carbon-based materials for adsorption are an intriguing subject owing to their very high specific surface area, low weight, and elasticity [5,6]. Among various carbonaceous materials, graphene has attracted much attention from researchers for these reasons; consequently, this material has been empirically and theoretically investigated for possible applications, such as gas sensors [7][8][9][10].Yoon et al. [7] reported the fabrication of a graphene-based CO 2 sensing device that exhibited a fast response to CO 2 and high recyclability due to the weak interaction between CO 2 and graphene. Schrier [8] studied the adsorption of several gas molecules, including CO 2 and CH 4 , on pristine graphene and fully fluorinated graphene at finite temperature. He reported that complete fluorination of graphene is not an effective method for nonpolar gas molecules, such as CH 4 and CO 2 , because the fluorine atom has the lowest polarizability of all atoms, and its dispersion interaction is weak. In addition, for nonpolar molecules, dispersion interactions play the largest role in adsorption. Lee et al. [9] reported the effect of fluorination of a carbon-based substrate on CH 4 /CO 2 separation. They reported that the CO 2 adsorption capacity increased up to 22.5% owing to fluorination with an F/C ratio (%) of 32%-43%.Although experimental studies on the adsorption of gas molecules onto carbon-based substrates have provided much useful information, computational studies at the molecular level can provide detailed information to investigate the interaction between adsorbed gas molecules and substrates. In this study, density functional theory (DFT) calculations were performed to investigate CH 4 and CO 2 adsorption on pristine and fluorinated graphene. This research extends existing knowledge of fluorinated carbon-based materials and their adsorption efficiency from a theoretical viewpoint. The results of this investigation also shed light on further possibilities for computational research on fluorinated carbon-based materials.The DFT calculations were conducted using the Biovia DFT package DMol3 [11], considering the generalized-gradient-approximation (GGA) as well as the Perdew-Burke-Ernzerhof (PBE) exchange and correlation functionals with the double numerical polarized basis set. The GGA-PBE functional has been successfully used to describe the interaction between organic molecules and a carbon-based substrate [12][13][14][15][16][17][18] or an inorganic substrate [19][20][21][22][23]. We used a 5 × 5 × 1 Monkhorst-Pack k-point mesh [24] with a 12.30 Å × 12.30 Å × 15.00 Å periodic boundary condition for the graphene substrate.The adsorption energy (E ads ) was defined aswhere E substrate...