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The separation of gases molecules with similar diameter and shape is an important area of research. For example, the major challenge to set up sweeping carbon dioxide capture and storage (CCS) in power plants is the energy requisite to separate the CO2 from flue gas. Porous graphene has been proposed as superior material for highly selective membranes for gas separation. Here we design some models of porous graphene with different sizes and shape as well as employ double layers porous graphene for efficient CO2/H2 separation. The selectivity and permeability of gas molecules through various nanopores were investigated by using the reactive molecular dynamics simulation which considers the bond forming/breaking mechanism for all atoms. Furthermore, it uses a geometry-dependent charge calculation scheme that accounts appropriately for polarization effect which can play an important role in interacting systems. It was found that H-modified porous graphene membrane with pore diameter (short side) of about 3.75Å has excellent selectivity for CO2/H2 separation. The mechanism of gas penetration through the sub-nanometer pore was presented for the first time. The accuracy of MD simulation results validated by valuable DFT method. The present findings show that reactive MD simulation can propose an economical means of separating gases mixture.
Due to its abundance, easy synthesis, and nonpolluting properties, hydrogen has been considered to be the most promising energy source, nowadays. Hydrogen energy technologies can play a special role in solving problems related to the environment sectors1–5. Because of increasing demand for purified hydrogen, extensive research studies have been devoted to the advancement of the technologies for generation and purification of hydrogen with higher efficiency and lower production cost6.
The universal carbon dioxide emissions, on the other hand, are expected to increase as long as fossil fuels continue to be the main energy source for mankind. Numerous industrial processes emit CO2 streams with different compositions, which require corresponding CO2 separation processes. CO2 a main greenhouse gas (GHG), is discharged into the atmosphere via different processes: namely the fossil fuel combustion (petroleum, coal, and natural gas)7. Accounting for about 60% of the heat trapped in the atmosphere, CO2, potentially, has the greatest inclusion in climate change, among all GHGs. The increase in air temperature along with changes in precipitation patterns, has led to an increase in the number and strength of natural disasters; like floods, droughts, hurricanes, extensive melting of ice and snow, and an increase in medium sea levels8. These affect directly and indirectly on human life and ecological systems on the planet earth. Increasing the general consciousness on the subject has urged researchers and policy makers, to study climate change and find a solution to lessen this threat.
There are a number of ways to alleviate the GHGs emission to the atmosphere that among them replacing common fossil fuel based energies with more environmentally compassionate sources (renewable energy), and the CO2 capture and storage (CCS) have the most importance. In spite of researches about renewable energy, the fossil fuels are the main energy for mankind and remains as predicted, the main energy for at least the next two decades. So, CCS is the best way to lessen climate change9. CO2 capture is currently a topical issue in environmental protection and sustainable development10 and has been intensively researched and developed to survive with climate change, by reducing atmospheric CO2 concentration11,12. CO2 can be obtained from numerous sources including fossil fuel power plants, refineries, oil and gas production sites, iron and steel factories, cement and other chemical plants. CO2 capture can be classified into four main techniques: 1- pre-combustion 2- post-combustion 3- oxy-fuel and 4-electrochemical separation13–16. Pre-combustion capture uses new gasification method to create combustible gas and then capture the CO2 before burning for power. In pre-combustion capture, the CO2 concentration is high, which lead to a higher driving force for the CO2 separation and potential for cost savings in the absence of compression necessity. For pre-combustion capture, the carbonaceous fuel is first converted to a form amenable to CO2 capture.
The fuel gas called synthetic gas (syngas) is composed of mainly H2 and CO2 with a trace amount of H2O and H2S gases. The high concentration of CO2 (20–40%) in the fuel gases needs to be eliminated before the combustion. The syngas gas is a mixture of CO, H2, H2O, CO2, and other components. There are some impurities in the syngas, which need to be eliminated and then through a two-step water gas shift, carbon monoxide would convert to carbon dioxide16,17. The produced mixture is mainly composed of CO2 and H2. Then the mixture goes through a CO2 capture system, to create a nearly-pure hydrogen stream. This hydrogen flow goes into a combined cycle power plant to generate electricity.
There are different separation techniques in detail, for CO2 capture: a) adsorption, b) absorption, c) cryogenic distillation, d) membranes, e) gas hydrates, and f) chemical looping18. Except for cryogenic separation, the rest of these methods require some material as carriers. Currently, absorption, via solvent scrubbing, is a deep-rooted CO2 separation approach, which has been implemented broadly in chemical and petroleum industries. Cryogenic distillation is based on the principales of separation based on cooling and condensation. It has been used in liquid separations for a long time. This technique is hypothetically very useful for CO2 separation; but the substantial energy requirement makes it less desirable for most applications. Membranes separate gases based on the contrasts in physical and chemical interactions between different gases and the membrane materials. This would allow some components to pass preferentially through the membranes based on size (kinetic) and affinity (thermodynamics)19. Membrane technology can be a powerful tool for CO2 capture process by decreasing equipment size and lowering energy requirement.
Generally, for industrial gas separation there are three major processes: pressure swing adsorption (PSA), cryogenic distillation and membrane gas separation8. Traditional systems for gas separation in industry consume a very high energy cost4 and lead to environmental problems. The use of membrane system20 as an efficient separation for the gas mixtures without any phase change clearly lessens the energy cost compared to traditional systems. The main advantages that membrane technology presents over other gas separation methods like pressure swing adsorption and cryogenic distillation are its low power usage and costs, simplicity in operation and its compactness and portability1. The good separation membrane must have controllable pore size21, stable structure, and efficient permeability. Numerous studies have been devoted to evaluate potential applications of graphene for suitable gas separation22–26. Recent theoretical work by Jiang et al. has proposed porous graphene27 as a promising material for highly selective membranes. Graphene is an extended honeycomb network of sp 2-hybridized carbon atoms and the first example of a close-packed two-dimensional (2D) crystalline material isolated in nature and has emerged to become an exciting new nanomaterial of carbon with many novel properties28,29. So, graphene, the single-atom-thick planar membrane28,29 and the strongest structure30 that exists so far in the earth, becomes interesting for its potential applications to be a good membrane. The use of graphene as gas storage has also been an active area of research, due to their extended π-conjugation and high surface area31,32.
The gas separation performance of porous graphene membrane can be investigated by creating the sizes and shapes of their pores and by the chemical functionalization of graphene. For example, Liue et al.33 found that gas mixtures can effectively been separated with porous graphene via the size exclusion using sub-nanometer pore rims. Also, the chemical functionalization of graphene pore rims is effective on gas permeability and selectivity. Xue et al.34 demonstrated that porous graphene membrane with N-passive pores has a strong electrostatic force for CO2 compared with N2 when permeating through the pores. In 2016 Wang et al. used both molecular dynamic simulations and DFT calculations to investigate the gas separation performance of H-passive nanoporous graphene membrane. They considered a mixture of CO2/N2 gas molecules and three different pore sizes for the H-passive membrane. They found that H-pore-13 (among H-pore-10 and H-pore-16) has a higher interaction energy with CO2 in compared with N2. Also the barrier energy of CO2 (0.19eV) is much more than that of N2 (0.05eV) so N2 can permeate through H-pore-13, whereas CO2 cannot35.
The current study entails the permeability and selectivity of pore graphene with different functional atoms (C and H) and different pore size for CO2/H2 gas mixture. We employ reactive molecular dynamics simulation (a realistic aspect of our simulation) and DFT calculations in order to gain insights into the penetration and interaction properties of passing molecules through the pore. Our results demonstrate that permeability and selectivity of considered pores are highly sensitive to the functional group atoms as well as the pore size. It was found that the H-passive pore graphene membrane with diameter of 3.75Å exhibits a high selectivity for CO2/H2 separation. The mechanism of penetrated molecules across the considered pore has also been investigated and validated by using the dispersion corrected DFT calculations. It is expected that this study could provide useful information for CO2 gas capture/separation from H2 as well as environment protection.
The performance of an idealized graphene membrane was evaluated for H2/CO2 gas separation using both quantum mechanical calculations and molecular dynamics (MD) simulations. DFT calculations were employed to optimize the structure of graphene and explore the energy barriers and potential energy surface of H2/CO2 molecules passing through sub-nanometer pores created in a graphene sheet. DFT calculations were performed using the ab initio package SIESTA, which is based on the localized basis set and the method of pseudo potentials33. In this software the electronic wave functions are constructed by linear combination of locally-confined atomic orbitals (LCAO’s)36. Norm-conserving pseudo potentials of Troullier–Martins37 with the valence electron configurations of all considered atoms were implemented. Dispersion interactions should be important for the systems under study and therefore we utilize the DFT-D2 method in order to consider the respective interactions. The DFT-D approach has been extensively tested on numerous systems38 including the physisorption of small molecules to graphene sheets39,40 and the adsorption of H2 within metal-organic framework materials41. The optimization procedure has been carried out with SCF tolerance of 10−5 eV and residue force on each atom was set to 0.02eV/Å. The Monkhorst-Pack approach was used to represent the Brillouin zone by k-points of 5×5×1 meshes for the graphene sheets. We utilized a vacuum thickness of 25Å along the z direction of the graphene layers. All the atomic coordinates including hydrogen and carbon atoms of the pore membranes were fully optimized.
The values for the interaction energies, E int, and the corresponding barrier energies, E barr are calculated from following equations:
where E Graph and E M correspond to total energies of the relaxed graphene and isolated H2/CO2 molecule, respectively. E M/Graph is the total energy of the optimized complex. E int.max and E int.min are defined as maximum and minimum values of the interaction energies.
In some cases, to verify geometry parameters as well as adsorption properties of interacting entities the hybrid density functional B3LYP42,43 calculations were performed by using the modern electronic structure package, ORCA44. We used the def2-TZVP (split-valence triple-zeta) basis set45 for all atoms. The Grimme approach using atom pair-wise additive schemes46, so-called DFT-D3 method, was utilized to consider the dispersion corrections for the long range non-bonding van der Waals (vdW) interactions. The DFT-D3 method has been shown to be well performed with Becke-type exchange such as BLYP or B3LYP functionals47.
Molecular mechanics (MM) calculations with model potentials were used to calculate gas passing barriers and compared with the DFT calculations to assess the accuracy of the classical potentials. All MM calculations were carried out with General Utility Lattice Program (GULP) 4.0 to simulate separation of gas mixtures40. GULP supports geometry optimization and MD simulations of molecules, clusters, and 2D-/3D-systems using a wide range of potential models that span both the inorganic and organic fields. The potentials include shell model, embedded atoms (for metals), and bond order/reactive force fields. The range of potential models means that structures as diverse as zeolites and metallic films on semiconductor substrates can be modeled.
We used a superior reactive force field so-called as ReaxFF. At the center of the ReaxFF potential lies a bond order/bond energy relationship. Bond orders were obtained from interatomic distances and continually updated at every iteration allowing for connectivity changes. These bond orders are incorporated in all valence terms (i.e. energy contributions dependent on connectivity, like valence angle and torsion angle energy) ensuring that energies and forces associated with these terms go to zero upon dissociation. Furthermore, ReaxFF describes non-bonded interactions between all atoms, irrespective of connectivity. Excessive short-range repulsive/attractive non-bonded interactions are circumvented by inclusion of a shielding term in the vdW and coulomb interactions. ReaxFF aims to provide a transferable potential, applicable to a wide range of chemical environments. To ensure its transferability, the following general guidelines were adopted:
ReaxFF studies have been reported for a wide range of materials, including hydrocarbons36, nitramines37, ceramics40, (Si/SiO2), metals and metal oxides38, metal/hydrocarbon interactions37, and metal hydrides40 demonstrating that ReaxFF has the versatility required to capture the complexity of the mixed metal catalyst system. Meanwhile, the ReaxFF potentials are demonstrated to be about two order of magnitude more expensive than conventional force fields such as CHAARMS and AMBER, but are remarkably faster (several orders of magnitude) than ab initio calculation methods.
In the present work, there are 50 CO2 and 50 H2 molecules in the simulation system with the dimension of 18Å×22Å×120Å and periodic boundary conditions (PBC) were applied in all three dimensions. The gas box involved H2 and CO2 gas molecules and two pore graphene sheets were located in both sides of the gas mixture to enhance the efficiency of gas permeability of nanoporous membranes. The porous graphene membranes were located in the middle of the simulation box. It should be noted that there is vacuum space besides two sides of the graphene membranes. The molecules of each gases have been randomly positioned within the simulation box between the nanoporous graphene membrane. The length and width of modeled simulation box match to the length of each side of the nanopore graphene membrane (~2nm). To avoid displacement of the graphene layers due to the pressure exerted by the gas molecules, the position of two carbon atoms in the sheet have been fixed during the simulation procedure. The selected atoms are located as far away as possible from the pores to simulate realistic behavior of atoms in the neighborhood of the rim.
We performed a constant-volume/constant-temperature dynamics (NVT) simulation at 300K controlled by the Andersen thermostat method, with a fix time step of 0.5 fs. The vdW interactions were applied with a cut off distance of 12Å. The Ewald sum scheme was employed to describe the electrostatic interactions. Every modeled system was simulated for a 4ns MD simulation, and data were collected at each 0.05ps. The total energy and the temperature of systems were found to be stable over 20ps.
We first calculate the structural properties of H2, CO2 and graphene systems by molecular mechanics based ReaxFF potential and compared the results with the DFT-B3LYP methods. For this aim, a graphene flake consisting of 32C and 14H atoms as a suitable model for graphene was considered. Full structural optimization of all molecular systems was performed and the results indicate that there is good agreement between the two calculation results. The structural parameters obtained with considered methods are listed in Table 1a. The calculated structural parameters are also in good agreement with the experimental values48–50, (see Table 1a). We have also calculated the charge populations which can play an important role in binding nature of interacting entities. The charge population analysis was performed for CO2 molecule with the DFT calculation by Mulliken and NBO approaches and also through the ReaxFF approach with QEq scheme51. The calculated charges are listed in Table 1b. Charge analysis reveals that ReaxFF results qualitatively agree well with the reliable NBO values while the obtained various values agree to a reasonably close approximation. It was also found that Mulliken analysis gives a poor result quantitatively against to the NBO analysis.
We next investigate the interaction properties of single H2/CO2 molecule with graphene surface by ReaxFF potential and compared with those of the DFT-B3LYP level of theory as a rule of thumb for reasonable reliability. The H2 and CO2 molecules were placed over the graphene flake surface with their molecular axes parallel to the sheet. The full view of modeled system is represented in Fig. 1. Full structural optimization was carried out for the system under study by two considered calculation methods, i.e., ReaxFF and DFT-B3LYP. After full structural optimization of the whole system with the ReaxFF, we found that both H2 and CO2 molecules float on the graphene surface with equilibrium distance of about 3 and 3.3Å, respectively (see Fig. 1(a)). The results obtained by the DFT calculation with B3LYP-D3/TZVP theoretical model demonstrate similar geometrical properties for the interacting entities. Further, the equilibrium distances between H2 and CO2 molecules are calculated and the results indicate that there is good agreement between the ReaxFF potential and the DFT-B3LYP results. The calculated bonds length values for the adsorbed H2 and CO2 molecules were determined to be almost the same with both theoretical methods. These reasonable agreements of ReaxFF with DFT-B3LYP method are adequate to describe structural geometries and interaction properties of systems under consideration with the ReaxFF potential.
We then designed some models of double layer porous graphene with different sizes and functional atoms that placed in distance of 30Å from each other. The schematic representation of the considered porous graphene models is shown in Fig. 2. As it can be seen from the figure, a series of pore sizes were gained by removing (drilling) the carbon atoms from the graphene lattice. The porous graphene models were named according to the number of removed/added C/H atoms, i.e., 10CH (pore-10 with H capped edge), 12CH and so on. To investigate the effect of size and shape of the pore on CO2/H2 separation, it is important to determine what kind of pore has a good balance between the selectivity and permeability. Permeability is the flux of a specific gas passing through the membrane, and the selectivity (the permeation ratio) is the ratio of the number of permeation events of the two types of gas molecules. It can be inferred that if the permeation ratio equal to one, there is no selectivity and the higher ratio means higher selectivity. Pore size was specified as the mean of the shortest and largest inner distances in the pore and the pore area was calculated according to the area of benzene rings drawn out24 (Table 2). The flow is defined to determine the membrane permeability quantitatively as below:
where N is the moles of gas molecules that permeate thorough the membrane in both direction, S is the area of membrane in total and t is the time duration.
We first consider the pore 10CH membrane on CO2/H2 separation performance (the pore size of 3.27Å which is close to the kinetics molecular diameter of selected molecules). After 4ns MD simulation the number of passing molecules across the membrane is estimated and listed in Table 2. It can be seen that pore 10CH membrane shows a good selectivity of CO2 molecules for CO2/H2 mixture. We next investigate the influence of pore size on the separation process. Different pore sizes of porous graphene saturated with hydrogen are considered (see Fig. 1) and corresponding MD simulations results are given in Table 2. It was found that H-passive membranes with pore sizes of 3.45 and 3.75Å, respectively for pores 13CH and 16CH exhibit higher selectivity than the 10CH counterpart. It should be noted that the permeability of 16CH pore is rather larger than 13CH one. Further, our MD simulations demonstrate that pore 22CH with short side of 4.04Å has lower selectivity than above mentioned pores though its permeability is found to be higher than the smaller pores. We find the lower selectivity and higher permeability with increase in the pore size (24CH and 25CH with pore sizes of respectively 4.50 and 4.73Å). This is because the pore size is large enough for both CO2 and H2 molecules to permeate. As a result, the pore 16CH with size of 3.75Å seem to be the best candidate for CO2/H2 separation with higher selectivity than the other considered pores. The pore 10CH with 3.27Å size exhibits rather high selectivity while its less permeability make it undesirable for CO2/H2 separation. Recently, Tao et al. investigated separation of H2/N2 and H2/CO mixtures and showed that all the gases systems reached a balanced state in 3−4ns52. They performed an extended time up to 20ns and found that a 5ns simulation time is long enough for such gases systems to obtain some regular results. We have further evaluated extended simulation time for optimal pore membrane, 16CH pore, and found that there is no H2 passing through the pore even after 10ns. Figure 2(d) represents the snapshot of 16CH pore membrane containing CO2/H2 mixture after 10ns of simulation time. This superior selectivity might be attributed to the attraction between the positive sites of the rim (H atoms) and O atoms of CO2 molecules which causes the CO2 to migrate toward the pore while these positive sites repel the H2 molecules from the pore edge.
We now explore the progress of CO2 passing through pore 16CH porous graphene. According to the MD simulation observation, we can divide the permeation process into three steps. At the first, the molecule moves close to the membrane pore. Then it shifts and moves back and forward several times for some picoseconds, and then goes to the other side of the membrane. During the simulation time, both CO2 and H2 molecule approach the graphene surface. After that one CO2 molecule moves back and forth around the pore and finally overcomes the barrier energy and permeates vertically through the pore at 43ps of simulation time. The snapshot of passing progress of a CO2 molecule through the pore 16CH is represented in Fig. 3. After some picoseconds more and more CO2 molecules pass through the pore while after 10ns of simulation time there is still no H2 transition which shows really high selectivity of 16H pore for CO2/H2 separation. We have also addressed the changes in the pore conformation when the gas molecules passed through the membrane. To this end, the distances between two vertical/horizontal hydrogen atoms as well as the angle between three C atoms around the pore during the simulation time have been calculated (see Fig. 4). Comparing the equilibrium distance between two H atoms shows that the vertical H atoms suffer more fluctuations than that of the horizontal ones. This finding indicate that vertical H atoms (which is attributed to the short side of the pore) can play a key role in the gas penetration through the pore. Furthermore, the graphene sheet deviates from the flatness where surface angle fluctuates around 5° during the simulation times as depicted in Fig. 4(c).
To gain further insight into the interaction nature of system under consideration we dedicate the charge transfer between the passing molecule through the pore and the adjacent atoms of the rim. Thanks to the ReaxFF potential employed in the present work, it is now possible to evaluate the amount of transferred charges during the penetration process. The QEq scheme was employed for charge analysis between passing CO2 molecule and H atoms of the pore at 1ps (CO2 molecule is located far apart the pore) and 10ps (CO2 molecule is trapped in the pore). Figure 5 represents the amount of charge located on the selected atoms. Our reactive potential analysis shows that accommodated charge on the O atoms of CO2 was enhanced when it locates between the H atoms of the pore. Indeed, a significant charge has been transferred from the H atoms of the rim to the O atoms of the trapped CO2 molecule in the pore during the penetration process.
We now investigate the gas separation mechanism by quantum mechanics calculations at the DFT-D level of theory and compare the results with the ReaxFF potential ones. We have considered two configurations for a H2/CO2 gas molecule passing through the center of the pore; i.e., parallel and perpendicular orientations for molecular axis of approaching molecule toward the center of the pore. We considered 16CH pore as the optimal pore for the penetration mechanism. Figure 6 shows the selected configurations for a CO2 molecule approaching the graphene pore. The calculated interaction energies are given in Table 3. Our first-principles calculation results show that CO2 molecule prefers to pass through the pore 16CH with its molecular axis perpendicular to the graphene surface. The calculated E barr for CO2 molecule passing through the pore with perpendicular orientation was 0.17eV while in the parallel one was about 0.19eV (see Table 3). The results obtained from ReaxFF are qualitatively in agreement with the DFT results (0.3 and 0.8eV for perpendicular and parallel orientations, respectively). This finding based on the DFT calculation confirms our reactive MD simulation results of Fig. 3. Indeed, the perpendicular orientation is most possible for CO2 molecule to penetrate across the membrane pore. For comparison the calculated interaction energies versus the interaction distances by using DFT-D and ReaxFF methods for CO2 and H2 molecules passing through the 16CH pore in perpendicular orientation were demonstrated in Fig. 6. As it can be seen from the curves for both molecules the interaction is attractive and as the distance from the pore (interaction distance) increases, the interaction energy and attractive force decreases. In addition, the calculated interaction energies with both DFT-D and ReaxFF methods follow the same trends so that the gas molecules reach a shallow attractive well at the center of the rim.
The obtained barrier energy for the H2 molecule passing through the 16CH pore was found to be smaller than the CO2 molecule which indicates easier penetration of hydrogen molecule across the membrane (see Table 3). However, as we can find from the MD simulation results the CO2 molecules permeate through the pore while H2 molecules were rejected. This discrepancy can be explained by this fact that the interaction energy play an important role in the penetration of gases molecules through the pore. As it was found from the interaction energies, the calculated E int for the CO2 molecule is higher than the H2 one which cause a stronger interaction between the pore rim and the CO2 molecule than the H2 molecule. This causes CO2 molecule to be highly attracted to the pore rim and then inserted pressure from other gases push the trapped molecule to easily penetrate through the pore. Meanwhile, CO2 has a significant quadrapole moment enhancing dispersive attraction with hydrogen modified graphene which increase the attractive interactions. These confirm the MD simulation results where only CO2 molecules can pass through the pore in 16CH membrane. Our findings completely are in agreement with the reactive MD results which indicate a high selectivity of pore 16CH for CO2/H2 separation.
In summary, by drilling the graphene lattice and functionalizing the pore rim as well as considering double layers pore strategy, we significantly enhanced the selectivity and permeability of nano-porous membranes for CO2/H2 separation. We have investigated the performance of porous graphene with various pore size for separating CO2/H2 mixture by using the reactive MD simulation. Our MD simulation results showed that H-passive membranes with pore size (short side) of 3.75Å (16CH pore) performs high selectivity and desirable permeability for CO2/H2 separation while smaller and larger pores demonstrated less permeability and selectivity, respectively. The 16CH pore was found to be optimal porous membrane among the considered pores and then 13CH pore (short side of about 3.5Å) with rather the same selectivity but less permeability. The reactive MD simulations demonstrated that CO2 molecules were trapped into the pore and have a long delay time during the penetration due to the attraction between O atoms of the CO2 and H atoms of the pore. Charge analysis by ReaxFF based QEq scheme which is validated by DFT-NBO level of theory indicated that significant charges were transferred from the H atoms of the pore to the O atoms in the trapped CO2 molecule during the penetration process. This reveals rather strong interaction between passing CO2 molecules and pore membrane.
The mechanism of gas separation was investigated within DFT-D calculations. Using the first-principles calculations it was found that CO2 prefer to pass through the 16CH pore with its molecular axis perpendicular to the graphene pore. However, the difference between calculated barrier energies of CO2 and H2 is high (less barrier energy for H2 molecule) while the results showed high permeability to CO2 molecules and no H2 molecules allowed to permit. This observation attributed to higher interaction energies and so higher attraction between CO2 molecules and H atoms of the pore which cause the CO2 molecules to be adsorbed to the pore rim. Finally, reinforce pressure of other gases molecules as driving force push these trapped molecules to easily penetrate through the pore.
Therefore, modified pores with 3.75Å of size (short side) accompanied with double layer strategy provide a promising approach for constructing new materials with innovative separation properties. Researches on CO2 separation have numerous applications such as industrial applications, CCS (CO2 capture and storage), and environment protection. Future works are dedicated on developing novel hetero atoms nanosheets such as h-BN and ZnO mono-layers as well as functionalized graphene and applying them in gas separation.
We gratefully acknowledge the support provided from the Semnan University and Pharmaceutical Sciences Branch, Islamic Azad University.
M.D.G. designed the project. S.E. modeled the systems. M.F. and M.D.G. derived the theory. M.D.G. and S.E. wrote the code and S.E. and M.F. performed calculations. All authors contributed to the data analysis and writing of the paper.
The authors declare that they have no competing interests.
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