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Characterization of microscopic adsorption of CH4/O2 on lignite based on molecular dynamics
* Corresponding author: E-mail address: 15633141990@163.com (X. Xu)
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Received: ,
Accepted: ,
Abstract
To reveal the factors that influence the competitive adsorption of CH4/O2 gases in lignite, the adsorption characteristics and thermodynamic properties of lignite on single components of CH4 and O2 and different proportions of the mixed components at different temperatures and pressures were simulated using the gas-phase molecular-based cluster (GCMC) model. The result shows that: a) In the context of single-component adsorption, the quantity of gas adsorbed increases in proportion to pressure and decreases in proportion to temperature. Concurrently, the isosteric heat of adsorption exhibits a tendency to first decrease and then increase, in conjunction with pressure. b) In the context of the adsorption of a binary mixture of CH4/O2 at a ratio of 5:5 by lignite, it was observed that the amount of CH4 adsorbed exceeds the amount of O2 adsorbed at low pressure, and conversely at high pressure. c) The adsorption selectivity coefficients of CH4 on O2 demonstrated a decreasing trend with increasing pressure; under all three ratios, CH4 arrived first to reach the dominant adsorption site.
Keywords
Adsorption selectivity
Competitive adsorption
GCMC
Lignite

1. Introduction
Spontaneous combustion of coal is a common yet dangerous phenomenon during coal mining and storage. It leads to the waste of coal resources and may cause gas explosions and other accidents that seriously threaten the safety of mines. Additionally, the gases produced by coal combustion, such as CO₂ and SO₂, pollute the environment and seriously affect both the safe production of coal and the ecological environment [1]. At present, the micro-mechanism of coal spontaneous combustion has not been completely clarified. The coal-oxygen composite theory is one of the most concerned theories, in which the CH4 endogenous to the coal body will have an effect on the contact between O2 and coal active adsorption sites, which in turn affects the process of the coal-oxygen composite reaction [2]. Therefore, to explore the mechanism of low-temperature oxidation of coal in the extraction zone, it is necessary to deeply study the adsorption characteristics of coal on CH4 and O2 gases under multi-field coupling.
The factors influencing CH4 adsorption by coal extend beyond coal seam pressure and temperature, also encompassing the intrinsic nature of the coal, the water content within the seam, the degree of coal metamorphism, and the presence of other gases in the seam [3]. Bustin et al. [4] found that CH4 adsorption did not vary uniformly with coal rank or coal type. Clarkson et al. [5] investigated the effects of coal composition and moisture content on the adsorption of single-component CH4 and CO. Bronisław et al. [6] determined the diffusion of n-alkanes at the coal/water interface and the free energies of coal particles for their interaction in the aqueous phase. Li et al. [7] found that the higher microporous development of coal samples favors the displacement of N2 and CH4 by CO2. Zhu et al. [8] experimentally verified that the maximum adsorption capacity of anthracite coal for CO2, CH4, and N2 was larger than that of bituminous coal at different temperatures. Wang et al. [9] found that the O2 concentration in the oxidizing process of coal was reduced by the effect of the gas content, which led to a weakening of the coal-oxygen complex reaction. Xiao et al. [10,11] experimentally revealed the relationship between CO2, CH4, and N2 adsorption capacity with temperature. Mustafa et al. [12,13] found that bituminous coal has a high adsorption affinity for CO2, CH4, and N2, and the CO2 adsorption capacity is significantly higher than that of CH4 and N2.
The molecular simulation method can provide detailed information such as gas adsorption amounts, avoid the influence of external environment and other factors on the experimental results, and provide a complementary reference for experimental studies. Zhang et al. [14,15] employed the Grand Canonical Monte Carlo (GCMC) method to investigate the adsorption of single-component gases and binary gas mixtures with varying proportions in coal, highlighting that the adsorption capacity followed the order CO₂>CH₄. Hong et al. [16] examined the adsorption behavior of coal molecules towards CO₂, CH₄, and N₂ under different water content conditions. Jiang et al. [17] found that the adsorption potential wells for CO2 molecules on the coal surface were much larger than those for CH4 molecules. Cheng et al. [18,19] investigated the adsorption characteristics of CO2 and N2 in coal using the GCMC method. Qu et al. [20] revealed the adsorption capacity of coal molecules at different temperatures, pressures, and molar fractions under CO2 and N2, and the pressure and molar fraction conditions of CO2, O2, and CH4 adsorption and diffusion microscopic mechanism. Zhou et al [21] explored the microscale interactions underlying the competitive adsorption of coal-fired flue gases on coal surfaces, demonstrating that competitive adsorption phenomena occur as these gases are adsorbed. Zhang et al [22,23] found that elevated pressure inhibited the adsorption of three gases, namely, CH4, O2, and N2, and the selectivity coefficient associated with coal’s adsorption capacity for the CH4/O2 mixture exhibited a decline as the temperature increased. Dong et al [24] discovered that in low-pressure or shallowly buried deep coal seams, the adsorption selectivity of CO₂ over CO is significantly advantageous, and the adsorption selectivity of O2/CO does not change significantly with pressure.
Regarding the thermodynamic phenomena of coal adsorbed gases, Zhang et al.[25] established a model for the surface diffusion coefficient of coal adsorbed gases by applying the isosteric heat of adsorption, coverage, and blocking coefficients to calculate the surface diffusion blocking coefficient, and Ma et al.[26,27] found that the heat of adsorption of CO2 was much larger than that of CH4 in both pressurization and depressurization processes, and that CO2 dominated the competition between the two gases for adsorption on the surface of the coal pores. Jia et al. [28] concluded that when the gas itself has a larger heat of adsorption, it is more affected by the temperature. Zhang et al. [29] pointed out that the addition of CH4 and N2 affects the adsorption capacity of CO2, and when the adsorption amount tends to be stabilized, the heat of adsorption curve floats in a small range.
In summary, there are relatively few simulation studies on the adsorption characteristics of coal on CH4 and O2, especially the lack of in-depth studies on the adsorption behaviors of CH₄ and O₂ under multi-field coupling conditions such as gas flow, temperature, and pressure fields. In view of this, this paper adopts the GCMC method to carry out the research on the adsorption characteristics of lignite to CH4 and O2 single-component gases as well as different ratios of binary gas mixtures of CH4 and O2 at different temperatures and pressures, and the microcosmic mechanism of lignite oxidative spontaneous combustion was investigated in detail, which lays a theoretical foundation for the technological measures of preventing and controlling the spontaneous combustion of coals.
2. Materials and Methods
The coal sample model was chosen from Jungar lignite [30], which has a molecular formula of C184H182O38N2. The Materials Studio software was used to construct the structural models of CH₄, O₂, and coal macromolecules, respectively.
The Forcite module was used for molecular mechanics optimization, and the parameter settings have been shown in Table 1. The annealed molecular structure model and the optimized coal macromolecular structure model are shown in Figure 1.

- (a) Molecular structure model after annealing, (b) Optimized coal macromolecular structure model.
| Task | Geometry optimization |
|---|---|
| Quality | Fine |
| Algorithm | Smart |
| Forcefield | Dreiding |
| Charges | Charge using QEq |
| Summation method | Atom based |
To prevent the molecular mechanics optimization from obtaining only local energy minima, the optimized structure was again subjected to annealing kinetics optimization, and the parameter settings have been shown in Table 2.
| Task | Anneal |
|---|---|
| Quality | Fine |
| Number of annealing cycles | 5 |
| Ensemble | NVT |
| Heating ramps per cycle | 50 |
| Dynamics steps per cycle | 100 |
Coal is an irregular macromolecular structure dominated by aromatic structure without a fixed lattice structure. To construct a reasonable initial adsorption model of lignite, the Amorphous Cell module was used to load the basic structural units of lignite into the amorphous cell, and two basic structural units were chosen to be loaded to reflect the interactions between each coal molecule. This configuration was used in all subsequent adsorption simulations.
3. Results and Discussion
The adsorption simulation of single-component CH4 and O2 gases, as well as binary mixed gases with different molar ratios at varying temperatures, was carried out by the gas-phase molecular-based cluster model (GCMC) method. This study aimed to elucidate the adsorption mechanism of CH₄ and O₂ gases on coal at different temperatures and concentration ratios, with the binary component ratios set at 9:1, 7:3, and 5:5.
3.1. Adsorption of single-component CH4, O2 in lignite coal
3.1.1. Adsorption isotherms
The adsorption isotherm reflects the variation of adsorption with pressure or concentration at a constant temperature, and the adsorption results were fitted using the Langmuir model at temperatures of 263.15∼313.15 K and pressures of 0.1 MPa∼10 MPa, as shown in Figure 2. The Langmuir model has become an indispensable and important tool in the field of adsorption research due to its excellent theoretical foundation and wide applicability [31,32].

- (a) CH4 and (b) O2, Adsorption isotherms of single-component gases in lignite at different temperatures.
In the simulated temperature and pressure ranges, the adsorption amounts of CH4 and O2 were 0.282∼6.507 mmol/g and 0.177∼8.725 mmol/g, respectively. The adsorption amounts of the two gases exhibited a gradual increase in conjunction with an increase in pressure. Furthermore, the adsorption isotherms demonstrated an overall parabolic upward trend. As the adsorption pressure increased, the adsorption amounts of CH4 and O2 exhibited a gradual rise, with a more pronounced increase observed during the low-pressure stage. Conversely, the increase in adsorption amount during the high-pressure stage became more gradual. In the low-pressure stage, by the lignite micropore adsorption potential, the gas can fully enter the lignite molecular model of the micropore, micropore filling occurs, occupying a larger adsorption space; As the pressure increases progressively, the number of effective adsorption sites on the coal surface gradually decreases, and the gas adsorption process reaches a plateau stage during which the rate of coal adsorption on the gas decelerates, and ultimately tends to be stabilized. At the same temperature, the adsorption quantity of CH₄ exceeds that of O₂ at low pressure, while the adsorption quantity of O₂ surpasses that of CH₄ at high pressure.
As shown in Figure 3, the adsorption amounts of both CH4 and O2 showed a decreasing trend with increasing temperature, indicating that increasing temperature is unfavorable for gas adsorption. At constant pressure, an increase in temperature results in a decrease in the amount of gas adsorbed. This observation indicates that the adsorption process is exothermic and classified as physical adsorption. As temperature increases, the activation energy of gas molecules rises, enabling them to acquire sufficient energy to overcome van der Waals forces. This diminishes the binding effect of the coal matrix on gas molecules and suppresses the exothermic adsorption process, thereby leading to a reduction in the adsorption capacity. The absolute value of the slope of O2 was smaller than that of CH4 at 1MPa, and the absolute value of the slope of O2 was larger than that of CH4 at 3∼9MPa, which indicated that the temperature influence of CH4 was larger compared with that of O2 at low pressure, and the absolute value of O2 was larger than that of CH4 at 3∼9MPa. under low-pressure conditions, CH4 is more affected by temperature compared with O2, and the opposite is true under high-pressure conditions.

- (a) CH4 and (b) O2, Variation of single-component CH4 and O2 adsorption with temperature at different pressures.
The adsorption isotherm fitting parameters have been shown in Table 3. The isothermal adsorption constants of the two gases were obtained after Langmuir fitting, and the R2 was greater than 0.999, indicating that the curves were highly coincident. The adsorption constant a indicates the limiting adsorption capacity of coal on the gas, and the adsorption constant b indicates the degree of fast and slow adsorption of coal on the gas.
| Temperature/K | CH4 | O2 | ||||
|---|---|---|---|---|---|---|
| a/mmol/g | b/MPa | R2 | a/mmol/g | b/MPa | R2 | |
| 263.15 | 8.028 | 0.702 | 0.9997 | 12.763 | 0.297 | 0.9999 |
| 273.15 | 7.763 | 0.608 | 0.9997 | 12.434 | 0.253 | 0.9998 |
| 283.15 | 7.535 | 0.525 | 0.9999 | 12.238 | 0.218 | 0.9999 |
| 293.15 | 7.277 | 0.469 | 0.9998 | 12.091 | 0.185 | 0.9998 |
| 303.15 | 7.152 | 0.379 | 0.9998 | 11.885 | 0.162 | 0.9998 |
| 313.15 | 7.109 | 0.331 | 0.9996 | 11.332 | 0.148 | 0.9999 |
The kinetic diameters of the gas molecules were 3.8 × 10-10m for CH4 and 3.46 × 10-10m for O2, and the relationship between the adsorption constants of the two gases was a (O2) > a (CH4), which indicates that O2 occupies more adsorption sites when adsorption occurs, resulting in an increase in adsorption. This is due to the small molecular kinetic diameter of O2 [33], even if the pressure is small can quickly enter the pore to occur adsorption behavior, the more the pore space that can effectively adsorb O2, the more the number of adsorption sites will be, and the higher the probability that O2 will be adsorbed into the pore space. Consequently, the adsorption capacity exhibits an inverse relationship with the gas kinetic diameter, the larger the value of b, the lower the pressure needed to saturate the adsorption amount of coal samples, b (O2) > b (CH4), so the pressure needed to saturate the adsorption amount of CH4 is lower than that of O2, and the adsorption curve of a single group of CH4 tends to be flat first.
3.1.2. Isosteric heat of adsorption
The isosteric heat of adsorption is influenced by the interaction between gas molecules and coal, as well as the interaction between gas molecules in general. The isosteric heat of adsorption for CH4 and O2 both exhibit a slight decrease with an increase in temperature. The heat of adsorption exhibits a decrease initially, followed by an increase as pressure increases. This phenomenon can be attributed to the predominance of gas-gas molecule interactions under low-pressure conditions, which results in a higher energy state, whereas under high-pressure conditions, the energy of coal-gas interactions contributes more.
As shown in Figure 4, at a pressure of 0.1 MPa, CH4 and O2 molecules preferentially occupy the active adsorption sites on the lignite surface. These active sites have stronger interactions with the gas molecules, so the adsorption heat released is larger; as the pressure increases, at a pressure of 1 MPa, the high-energy adsorption sites on the coal surface are gradually occupied, and the gas molecules can only be adsorbed on the sites with lower energies. This phenomenon leads to a decrease in the heat of adsorption. The heat of adsorption at 1 MPa to 10 MPa shows a slow increasing trend with the increase of adsorption amount. This is because an increase in pressure will lead to an increase in contact area and interaction force between CH4, O2, and the coal surface.

- (a) CH4 and (b) O2, Isosteric heat of adsorption of single-component gases at different temperatures.
3.2. Adsorption of binary gas mixtures in coal
3.2.1. Adsorption isotherms
The competitive adsorption of a binary gas mixture of CH4 and O2 at temperatures ranging from 263.15 to 313.15 K and pressures ranging from 0.1 to 10 MPa was simulated, and the fitted adsorption isotherms have been shown in Figure 5.

- (a) 263.15 K, (b) 273.15 K (c) 283.15 K, (d) 293.15 K, (e) 303.15 K and (f) 313.15 K, Adsorption isotherms for different ratios of binary gas mixtures.
The variation rule of the adsorption amount of the binary mixture of CH4 and O2 by lignite is analogous to that of single-component gas adsorption, and the pressure and adsorption amount demonstrate a positive correlation. The adsorption of CH4 and O2 by lignite exhibited an increase in response to an increase in pressure, and the gas molecules were easier to enter the pores of the coal under high pressure. The adsorption amounts of mixed gases all decreased with increasing temperature, indicating that the increase of temperature is unfavorable to the adsorption of gases by lignite, which is due to the fact that high temperature promotes the thermal movement of CH4 and O2, the increase of activation energy, the inhibition of molecules from the free state to the adsorption state, and the individual regionally stable gases will be transformed to exist in the free state due to the high temperature [28].
In the CH₄/O₂ binary gas system, when the CH₄ concentration is 90% or 70%, the adsorption capacity of CH₄ is greater than that of O₂. When the molar ratio of CH₄ to O₂ is 5:5, CH₄ exhibits a higher adsorption capacity than O₂ at low pressures. This phenomenon can be attributed to the fact that CH₄ has a higher boiling point compared to O₂. The higher the boiling point of the gas, which means that the adsorption trap is deeper, the smaller the rate of diffusion of the gas. The molecular interaction force of the gas is greater, and it is easier to adsorb the gas. The intermolecular force of CH4 gas is larger, and it is easier to be adsorbed onto the surface of the porous medium.
When the pressure is higher than 8 or 9 MPa, the adsorption amount of O2 is larger than that of CH4, which indicates that the pressure increase is more favorable to the adsorption of O2 by lignite. The gas molecules are compressed under high pressure, and the O2 molecules are smaller in size, which can fill the micropores more efficiently, which facilitates the O2 molecules occupying more adsorption sites on the surface of lignite, and sufficiently competing with CH4 molecules for adsorption; and the O2 has a high polarizability and quadrupole moment, so that the adsorption amount of O2 is bigger under the combined effect of high pressure and polarity.
3.2.2. Adsorption selectivity
Adsorption selectivity is the ability exhibited by an adsorbent to preferentially adsorb certain substances, and in the study of competitive adsorption of multicomponent gases, adsorption selectivity calculations are used to quantify the competing adsorption capacity of two gases in a mixed system. The binary adsorption selectivity of gas A with O2 is defined as shown in Eq (1):
where xA is the molar proportion of gas A in the adsorption component; xO2 is the molar proportion of O2 in the adsorption component; yA and yO2 are the molar proportions of gas A and O2 in the free state, respectively. When SA/O2 is greater than 1, it indicates that the adsorbent has a stronger adsorption advantage for gas A in the binary gas mixture [24].
To further quantitatively characterize the competitive adsorption of binary gases, the adsorption selectivity of binary gas mixtures in coal at different ratios was calculated, as shown in Figure 6.

- (a) 9:1, (b) 7:3 and (c) 5:5, Desorption selectivity of binary gas mixture with different ratios.
The adsorption selectivity coefficients under the three ratios were 0.891∼1.998, 0.962∼1.987, and 0.97∼1.938, respectively, indicating that the competitive adsorption ability of lignite for the CH4 gas was slightly stronger than that of O2 in the adsorption process of binary mixed gases, and it had a certain adsorption advantage.
Under certain conditions of temperature and pressure, the variation interval of adsorption selectivity values becomes smaller for different gas components, indicating that the adsorption capacity of the adsorbent on each component tends to be balanced and the difference in selectivity decreases under the condition of low CH4 concentration, which results in a reduction of the variation range of the selectivity values. The adsorption selectivity coefficients were examined at three distinct ratios. The results demonstrated a decreasing trend with increasing pressure, suggesting that elevated pressure negatively impacts the competitive adsorption capacity of CH4 in binary gas mixtures. This observation aligns with the principles outlined by the adsorption isotherm.
3.2.3. Potential energy distribution
The energy distribution diagram illustrates that the potential energy distribution of gas molecules in the coal, indicating the proportion of the number of molecules distributed in different energy regions of the gas molecules, with the lowest interaction energy region representing the preferred adsorption site [34]. As can be seen from Figure 7, the distribution form of potential energy roughly exhibits a normal distribution.

- Adsorption potential energy curves of binary gas mixtures with different ratios at 0.1 MPa, 263.15 K.
The potential energy peaks of the best adsorption sites of CH4 appeared in the range of -3.95∼-3.75 kcal/mol, which belonged to the low-energy region with strong interaction energy. CH4 reached the advantageous adsorption sites first, indicating that CH4 had more adsorption advantages compared with O2. The peaks of the best adsorption sites of O2 appeared in the region of -3.05 kcal/mol when the concentration of O2 was at 50% and 100%, and the peaks of the best adsorption sites of O2 appeared in the region of -2.95 kcal/mol at low concentration, which belonged to the region of -3.75 kcal/mol. The potential energy peak of the optimum adsorption site of O2 at low concentrations appeared in the region of -2.95 kcal/mol, and the peak of the adsorption site was shifted to the right in the bicomponent compared to the single-component gases, which indicated that CH4 inhibited the adsorption of O2. The absolute values of the potential energy peaks do not change much when coal adsorbs different ratios of binary gas mixtures. For the CH4/O2 binary gas mixture system, the gas potential energy distribution is less affected by the gas components.
4. Conclusions
In the range of temperature 263.15∼313.15K and pressure 0∼10MPa, the increase of pressure promotes the adsorption of lignite to single-component CH4 and O2 gases, and the increase of temperature inhibits the adsorption behavior of coal to gases, and the adsorption constants a and b are negatively correlated with the temperature, which also indicates that high temperature is not conducive to the adsorption of gases. The isosteric heat of adsorption decreases and then increases, and the value changes with temperature and pressure are small.
In the context of a CH4/O2 binary gas system, it has been observed that when the content of CH4 in the system reaches 90% or 70%, the adsorption amount of CH4 exceeds that of O2. Furthermore, under conditions where the molar ratio is 5:5, the adsorption amount of CH4 surpasses that of O2 at low pressure, while the adsorption amount of O2 exceeds that of CH4 at high pressure. It is noteworthy that an increase in pressure is more conducive to lignite adsorbing O2.
The adsorption selectivity coefficients SCH4/O2 are all decreasing with the increase of pressure. Elevated pressure has an adverse effect on the competitive adsorption capacity of CH₄ within the binary gas mixture. and the competitive adsorption ability of CH4 gas is slightly marginally superior than that of O2. In the three ratios, the potential distribution of the binary gas mixture remains relatively stable, and CH4 reaches the advantageous adsorption sites first, indicating that CH4 has more adsorption advantages compared with O2. The potential distribution of the binary gas mixtures in the three ratios did not change much.
Acknowledgment
Liaoning Natural Science Foundation of China (Grant No. LJKQZ20222334), Liaoning Provincial Natural Science Foundation Outstanding Youth Fund Project (2024JH3/10200042), Liaoning Province “Xingliao Talent Program” Project (XLYC2403031)
CRediT authorship contribution statement
Dameng Gao: Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing–original draft. Xinyue Xu: Conceptualization, Data curation, Writing–original draft, Methodology. Lin Hong: Conceptualization, Investigation, Methodology, Visualization. Dan Zheng: Conceptualization, Data curation, Formal analysis, Software, Validation. Jing Gong: Conceptualization, Data curation, Methodology. Peng Lu: Writing–original draft, Data curation.
Declaration of competing interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Declaration of Generative AI and AI-assisted technologies in the writing process
The authors confirm that there was no use of artificial intelligence (AI)-assisted technology for assisting in the writing or editing of the manuscript and no images were manipulated using AI.
References
- Research progress and trend analysis of comprehensive prevention and control of coal spontaneous combustion throughout all stages. Safety in Coal Mines. 2024;55:85-101. https://doi.org/10.13347/j.cnki.mkaq.20231884
- [Google Scholar]
- Characteristics evolution during low temperature oxidation of coal influenced by multi-component gases competitive adsorption, in, https://doi.org/10.27623/d.cnki.gzkyu.2022.002755
- Geological controls on coalbed methane reservoir capacity and gas content. International Journal of Coal Geology 1998 https://dx.doi.org/10.1016/S0166-5162(98)00030-5
- [Google Scholar]
- Geological controls on coalbed methane reservoir capacity and gas content. International Journal of Coal Geology. 1998;38:3-26. https://doi.org/10.1016/s0166-5162(98)00030-5
- [Google Scholar]
- Binary gas adsorption/desorption isotherms: Effect of moisture and coal composition upon carbon dioxide selectivity over methane. International Journal of Coal Geology. 2000;42:241-271. https://doi.org/10.1016/s0166-5162(99)00032-4
- [Google Scholar]
- Components of the surface free energy of low rank coals in the presence of n-alkanes. Powder Technology. 1996;86:229-238. https://doi.org/10.1016/0032-5910(95)03056-5
- [Google Scholar]
- Experimental study of competitive adsorption characteristics and mechanism of N2/CH4/CO2 mixture on coal. Journal of China University of Mining Technology. 2023;52:446-456. https://doi.org/10.13247/j.cnki.jcumt.20220229
- [Google Scholar]
- Experimental comparison of CO2 CH4 and N2 adsorption capacity on typical Chinese coals at different temperatures. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects. 2024;46:14526-14537. https://doi.org/10.1080/15567036.2020.1806954
- [Google Scholar]
- Experimental study on thermal effect and gas release laws of coal-polyurethane cooperative spontaneous combustion. Scientific Reports. 2021;11:(1994). https://doi.org/10.1038/s41598-021-81537-5
- [Google Scholar]
- Experimental research on adsorption characteristics of N2, CH4, and CO2 in coal under different temperatures and gas pressures. Energy Science & Engineering. 2023;11:637-653. https://doi.org/10.1002/ese3.1350
- [Google Scholar]
- Experimental study of the effects of gas adsorption on the mechanical properties of coal. Fuel. 2020;281:118745. https://doi.org/10.1016/j.fuel.2020.118745
- [Google Scholar]
- Experimental and theoretical investigations on kinetic mechanisms of low-pressure CO2 adsorption onto Malaysian coals. Journal of Natural Gas Science and Engineering. 2021;88:103828. https://doi.org/10.1016/j.jngse.2021.103828
- [Google Scholar]
- Experimental measurements of carbon dioxide, methane and nitrogen high-pressure adsorption properties onto Malaysian coals under various conditions. Energy. 2020;210:118575. https://doi.org/10.1016/j.energy.2020.118575
- [Google Scholar]
- Characterization of coal adsorption of multi-component gases. Natural Gas Industry. 2005;25:57-60. https://doi.org/10.3321/j.issn:1000-0976.2005.01.017
- [Google Scholar]
- Adsorption of CH4, N2 and CO2 single-component gases by coals of different coal grades. Natural Gas Industry. 2005;25:5. https://doi.org/10.3321/j.issn:1000-0976.2005.01.018
- [Google Scholar]
- Molecular simulation of the effect of water content on CO2, CH4, and N2 adsorption characteristics of coal. Scientific Reports. 2024;14:18190. https://doi.org/10.1038/s41598-024-69113-z
- [Google Scholar]
- Quantum chemistry of coal surface interactions with CH4, CO2. Journal of China Coal Society 2006:237-240.
- [Google Scholar]
- Adsorption analysis of CO2/N2 in bituminous coal and anthracite. Hans Journal of Chemical Engineering and Technology. 2023;13:189-198. https://doi.org/10.19956/j.cnki.ncist.2023.03.006
- [Google Scholar]
- Molecular simulation study on adsorption and diffusion behaviors of CO2/N2 in lignite. ACS Omega. 2020;5:29416-29426. https://doi.org/10.1021/acsomega.0c04352
- [Google Scholar]
- Molecular Simulation Study Based on Adsorption of Gas (CO2, O2, CH4) on Coal. Fire. 2023;6:355. https://doi.org/10.3390/fire6090355
- [Google Scholar]
- Molecular simulation of CO2/CH4/H2O competitive adsorption and diffusion in brown coal. RSC Advances. 2019;9:3004-3011. https://doi.org/10.1039/c8ra10243k
- [Google Scholar]
- Molecular simulation on competitive adsorption characteristics of CH4/O2/N2 gas in lignite. Journal of Mining Science and Technology. 2023;8:817-827. https://doi.org/10.19606/j.cnki.jmst.2023.06.008
- [Google Scholar]
- Competitive adsorption behavior and mechanism of different flue gas proportions in coal. Journal of China Coal Society 2017 https://doi.org/10.13225/j.cnki.jccs.2016.0997
- [Google Scholar]
- Study on carbon monoxide, carbon dioxide and oxygen competitive adsorption properties of bituminous coals. Coal Science and Technology. 2023;51:111-121. https://doi.org/10.13199/j.cnki.cst.2022-0125
- [Google Scholar]
- A surface diffusion block coefficient and model about coal-adsorbed gas. Journal of China Coal Society. 2024;49:1068-1078. https://doi.org/10.13225/j.cnki.jccs.2023.1269
- [Google Scholar]
- Contrastive experiment of adsorption-desorption between CH4 and CO2 in Coal Seam 4 of Dafosi Coal Mine. Journal of China Coal Society. ;39:1938-1944. https://doi.org/10.13225/j.cnki.jccs.2014.8023
- [Google Scholar]
- Thermodynamic analysis of competitive adsorption of CO2 and CH4 on coal matrix. Journal of China Coal Society. 2011;36:1307-1311. https://dx.doi.org/10.13225/j.cnki.jccs.2011.08.004
- [Google Scholar]
- Study on microscopic characteristics of competitive adsorption of CO2/CH4/N2 onto lignite from Tiebei coal mine in Inner Mongolia. Coal Conversion. 2024;47:10-23. https://doi.org/10.19726/j.cnki.ebcc.202405002
- [Google Scholar]
- Difference analysis of competitive adsorption of CH4/CO2/N2 by coal molecules. Safety in Coal Mines. 2025;56:16-22. https://doi.org/10.13347/j.cnki.mkaq.20230422
- [Google Scholar]
- Molecular structure modeling and simulation of lignite from jungar coal mining area. Coal Preparation Technology. 2024;52:7-14. https://doi.org/10.16447/j.cnki.cpt.2024.06.002
- [Google Scholar]
- Valorization of sugarcane bagasse cellulose to synthesize novel graphene oxide-based composite for remediation of atrazine – Optimization studies. Journal of Environmental Chemical Engineering. 2024;12:112767. https://doi.org/10.1016/j.jece.2024.112767
- [Google Scholar]
- Removal of antidiabetic pharmaceutical (Metformin) using graphene oxide microcrystalline cellulose (GOMCC): Insights to process optimization, equilibrium, kinetics, and machine learning. Industrial & Engineering Chemistry Research. 2023;62:4713-4728. https://doi.org/10.1021/acs.iecr.2c04480
- [Google Scholar]
- Influence of physicochemical properties of coals on pore morphology and methane adsorption: a perspective. Chemical Industry and Engineering Progress. 2019;38:2714-2725. https://doi.org/10.16085/j.issn.1000-6613.2018-1948
- [Google Scholar]
- Adsorption and diffusion behaviors of CO2 in coal seam nanopore structure: Effect of three-dimension surface roughness. Journal of China Coal Society :1-19. https://doi.org/10.13225/j.cnki.jccs.DM24.1321
- [Google Scholar]
