Abstract
Burning fossil fuels emits a significant amount of , causing climate change concerns. Capture and Storage (CCS) aims to reduce emissions, with fullerenes showing promise as adsorbents. Recent research focuses on modifying fullerenes using an electric field. In light of this, we carried out DFT studies on some B, N, and P doped (, n = 0, 1, 2, and 3; X = B, N, and P) in the absence and presence of an electric field in the range of 0-0.02 a.u.. The cohesive energy was calculated to ensure their thermodynamic stability showing, that despite having lesser cohesive energies than , they appear in a favorable range. Moreover, the charge distribution for all structures was depicted using the ESP map. Most importantly, we evaluated the adsorption energy, height, and angle, demonstrating the B and N-doped fullerenes had the stronger interaction with , which by far exceeded ’s, improving its physisorption to physicochemical adsorption. Although the adsorption energy of P-doped fullerenes was not as satisfactory, in most cases, increasing the electric field led to enhancing adsorption and incorporating chemical attributes to -fullerene interaction. The HOMO–LUMO plots were obtained by which we discovered that unlike the P-doped , the surprising activity of B and N-doped s against originates from a high concentration of the HOMO-LUMO orbitals on B, N and neighboring atoms. In the present article, we attempt to introduce more effective fullerene-based materials for adsorption as well as strategies to enhance their efficiency and revealing adsorption nature over B, N, and P-doped fullerenes and in the end, hope to encourage more experimental research on these materials within growing electric field for capture in the future.
Keywords: Doped fullerene, capture, DFT calculation
Subject terms: Computational chemistry, Atomistic models
Introduction
The persistent reliance on burning fossil fuels to produce energy has significantly escalated the levels of in the atmosphere over the past century. Although there have been many concerns about global climate changes and numerous efforts to develop sustainable energy sources, the combustion of fossil fuels remains the primary method of generating electricity, leading to the release of 13 Gt of into the atmosphere annually. Consequently, Capture and Storage (CCS) technology emerges as a promising approach to mitigate emissions1,2. While solvent absorption using amines is the conventional method for capturing , it faces criticism due to its high energy consumption and operational limitations such as corrosion, slow uptake rates, foaming, and sizeable equipment. Thus, there is a significant tendency to explore solid adsorbent materials or employ more effective techniques for CCS purposes3–7.
Researchers have delved deeply into this issue and investigated variety of materials for adsorption and separation. In recent years, metal-organic frameworks (MOFs) have gained attention as solid adsorbents thanks to their adjustable chemical and physical properties. Lately, Cui et al., studied using modified 13X zeolites for /CO separation in blast furnace gas. Notably, research into metal-free carbon-based materials for gas adsorption is rapidly increasing8–12. Dry adsorption, which uses adsorbents such as activated carbons or molecular sieves, is an effective method for absorbing . Also, researchers are deeply interested in investigating nitrogen-rich materials for gas adsorption13–17.
Fullerene molecules are a unique type of hollow spheres consisting entirely of carbon atoms, with various numbers of carbon atom. These molecules are intriguing for use in diverse electrochemical and adsorption applications because of their low reduction potential and high electron acceptivity18.
Scientists have conducted a wide range of experimental and theoretical studies to examine how modifications to the fullerene cage can affect its chemical reactivity and properties, making it a promising source of new materials for organometallic systems or as adsorbents. Fullerenes, along with other carbon-based nanomaterials such as carbon nanotubes and graphene, offer excellent stability for the capture of carbon dioxide19,20.
Nitrogen-rich materials are effective at capturing due to the presence of N lone pairs. Amine scrubbing, a separation technique that has been utilized since the 1930s, is a reliable method for separating from natural gas and hydrogen, both in dry and wet forms. In previous research, we have demonstrated the effectiveness of various anions and N-rich molecular systems, such as guanidine and its cyclic and acyclic derivatives, in capturing . The lone pair of electrons on the imine N serves as the attachment point for capture, resulting in covalently bonded zwitterion clusters formed by the electron donation from the imine N to the C of 21–24.
Recently, porous carbon nanostructures doped with nitrogen have become popular due to their excellent adsorption properties, low-cost synthesis, and larger surface area. Reactive magnetron sputtering or chemical vapor deposition are methods used to synthesize these structures. The insertion of N atom into carbon structures activates the carbon -electrons, making the N-C polarized bonds preferred sites for electrophilic/nucleophilic attack. Researchers have proposed a novel porous fullerene, , consisting of eight s-triazine rings with six cavities similar to porphyrin. Transition metal and porous Si or Fe doped fullerenes have exhibited efficient hydrogen storage and catalytic activity for CO oxidation and NO reduction. The cavities in the fullerene are preferred sites for anchoring metals due to the formation of strong N-metal covalent bonds without host metal aggregation25–29.
Furthermore, exertion of an electric field have been recommended to facilitate some reactions30. Researchers have proposed applying an electric field (EF) to control the capture of . Studies show that an EF of 0.05 a.u. enhanced the adsorption energy (AE) of carbon dioxide from 2.4 to 19.3 kcal/mol. The material was recovered by a spontaneous exothermic reaction of 75.1 kcal/mol when the field was turned off. Similarly, the mechanism of adsorption changed from physisorption to chemisorption after applying the EF, and by turning off the EF, was desorbed from the adsorbent. , penta graphene, and P-doped graphene also demonstrated a good adsorption affinity for in the presence of an EF. In recent studies, it was found that P-doped C60 fullerene is an excellent selective adsorbent for in the presence of an EF of 0.014 a.u.31–35.
Khan and colleagues studied adsorption of over P-doped fullerene exposed by an electric field using DFT method during which they observed a transition from physisorption to chemisorption in the mechanism of adsorption in the range of 0.011 to 0.014 a.u. EF36. Subsequently, they computationally examined the selective separation of from mixture by P-decorated fullerene witnessing the same results at 0.013 a.u. EF28. Esrafili et al., conducted DFT studies on Sc decorated boron-rich fullerene and explored its potential for separation37. Anila et al., observed that insertion of nitrogen into enhances electron density on the carbon cage leadind to stronger interaction between and the fullerene38.
Since, the majority of researches have been focused on the -based fullerenes and in some cases, without inspecting the EF’s effect, we aimed to adopt a different approach by examining the capability of a number -based fullerenes in adsorption and EF’s impact on this quality of them. In this study, DFT method have been employed to determine the stability and adsorption activity of some doped fullerenes. These fullerenes include B, N, and P-doped with the various numbers of the doped atoms consisting of , , and (X = B, N, and P) and also, with different geometry in which the atoms are side by side displayed by and or with a carbon atom separating them as or two next to each other and one apart with a carbon atom between, from each side in a pentagon as . Figure 1 depicts the schlegel diagram of different structures in which X atoms are positioned. Cohesive Energy (CE) for the doped s have been calculated as an indicator of thermodynamic stability in various EFs. In order to evaluate the candidate doped fullerene’s tendency to capture and EF’s effect, AE, adsorption height (AH), and angle have been computed in the different EFs. Apart from the HOMO-LUMO plots and analysis, the electrostatic potential surface maps (ESP maps) were also obtained, to demonstrate the charge distribution of doped fullerenes and their potential as a capture agents. Ultimately, we intend to introduce and explore the use of some promising carbon/fullerene-based materials for further experimental studies and promote utilizing EF for capture.
Figure 1.
The schlegel diagram indicating the position of X atoms in X-doped fullerene systems. ( (n = 0, 1, 2, and 3; X = B, N, and P)).
Computational details
All calculations have been carried out at the B3LYP/6-311++G(d,p) level of the spin unrestricted density functional theory using the Gaussian 09 suite of programs39. The vibrational frequency analysis has been done to confirm the optimized geometries as the energy minima. The DFT-D3 (Grimme’s scheme) empirical correction was applied for the van der Waals interactions. Based on the available literature, it has been established that B3LYP is a suitable density functional method for studying fullerenes40 and exhibits remarkable performance across various systems41. Moreover, in 2012, Kennedy et al. demonstrated that B3LYP-D3 yields the best results for systems with interactions, with only a slight advantage over B3LYP-D2, M06-2X, and B97-D242. To avoid basis set superposition error (BSSE), counterpoise corrections were applied to all reported interaction energies. The geometrical optimizations were performed at convergence-tolerance of Ha for the energy, Å for the force and Å for the displacement. In addition, the ESP maps were plotted for all fullerenes in the absence of EF to illustrate the charge distribution with isovalue 0.004 eÅ. Also, the HOMO – LUMO orbitals were shown for fullerens in the aforementioned situation.
The cohesive energy representing the energy required to decompose the fullenrene into isolated atoms is defined as:
| 1 |
where is the number of atom x in the fullerene structure, and denote the isolated atom x and the total energies of the fullerene, respectively.
The adsorption energy () of each adsorbate was obtained by:
| 2 |
where , and are the total energies of the fullerene and complex, the fullerene, and molecule, respectively. The adsorption height was calculated according to the minimum distance of the fullerenes and atoms.
Results and discussion
Geometrical configuration and stability of doped fullerene
Prior to investigating the adsorption of molecules over doped fullerene, the optimized geometry of the free gas molecule was computed. The findings reveal that in , the bond length of the C–O is 1.178 Å, and the O–C–O angle is . Our calculations of structural parameter agree closely with previous experimental results. The highest occupied molecular orbitals (HOMOs) of gas molecules, according to calculations of their molecular orbitals, is primarily made up of O(2p) orbitals that are perpendicular to the axial direction of and contain the lone pair electrons. The lowest unoccupied molecular orbitals (LUMOs) primarily composed of anti- bonds of C(2s) and O(2p), which are parallel to the ’s axial direction. The energy levels of HOMO and LUMO are − 10.50 eV and − 0.53 eV, in order. Since the energy well for the HOMO of is too low, it is unable to sufficiently overlap with the conduction band of any material while the energy well for the LUMO of is high enough to readily overlap with the valence band of suitable materials, aiding adsorption process.
The geometry of doped fullerenes are optimized except fullerene , which was completely unstable. According to the Eq. (1), Table 1 demonstrates that the cohesive energy (CE) for all doped fullerenes are thermodynamically stable. This also shows that incorporation of the X atoms into fullerenes is energetically feasible. Figure 2 shows an overview of B, N, and P-doped fullerenes’ () CE (eV) in the range of 0 – a.u. EF. Despite a trivial decline in the CE by less than 0.01 eV, in a.u., the CE remains stable by the EF, for all doped , regardless of the type and number of doped atoms as well as the structures, which demonstrates, the CE is independent from EF, to the most extent (for more details see Fig. S1). According to Fig. 2, the CE of all doped are in favorable range, approximately from 7.45 to 7.8 eV, although they have slightly less CE Compared to with around 7.87 eV, which can be due to the solid fullerene structure originating from double bonds among Carbon atoms (C=C) (or Hybrid structure) while in areas with the doped atoms, they are replaced by single bonds (C–X). The stability of and also have been computationally investigated and proven by calculating the binding and formation energy per atom in another literature43.
Table 1.
The amounts of cohesive energy (eV) for (n = 1, 2, and 3; X = B, N, and P).
| X = B | X = N | X = P | |
|---|---|---|---|
| 7.780 | 7.805 | 7.685 | |
| -1 | 7.652 | 7.720 | 7.550 |
| -2 | 7.684 | 7.727 | 7.615 |
| -1 | 7.460 | 7.619 | 7.476 |
| -2 | 7.479 | 7.617 |
Figure 2.

Variation of cohesive energy for , B, N, and P-doped in 0–0.02 a.u. electric field.
The CE/EF ratio for each doped is shown in further detail in Fig. S1. Apparently, CE adopted a downward trend as the number of the doped atoms increased, which could be resulted from fewer double bonds in the fullerene’s structure. and with about 7.8 and 7.78 eV respectively, exhibited the closest CE to , which could be labeled as the most stable structures among them. The CE of the doped fullerenes with the same number of doped atoms appears in almost the same range such as and 2 (7.72 eV), and 2 (7.62 eV), and 2 (7.67 eV), and and 2 (7.47 eV). However, there is an exception; Compared to others, there is a gap between and 2, by nearly 0.07 eV.
As presented by Figs. 3 and 4, which are the HOMO-LUMO plots of the doped s, the electron density distribution of the HOMO–LUMO orbitals on the B and N atoms (in B and N-doped s) are more than the P atoms (in the P-dopeds), explaining the B and N doped fullerenes can have better interaction against .
Figure 3.
The HOMO plots for and (n = 1, 2, and 3; X = B, N, and P). The colors of the orbitals: red and green shows the positive and negative wave function, respectively. Atoms color code: pink, boron; blue, nitrogen; yellow, phosphorus; grey, carbon.
Figure 4.
The LUMO plots for and (n = 1, 2, and 3; X = B, N, and P). The colors of the orbitals: red and green shows the positive and negative wave function, respectively. Atoms color code: pink, boron; blue, nitrogen; yellow, phosphorus; grey, carbon.
The ESP map in Fig. 5 (color coded) depicts the charge distribution in the fullerenes. The areas with B atoms show small amount of electron density (bluer) whereas there is more negative charge focused on the areas wih N atoms. Therefore, the B atoms are more probable to act as an electron acceptor and likely receive electrons to some extent, through the electron hole, more located on B. On the contrary, N atoms are more likely to play the role of an electron donor and donate their non-bonding electrons, which reside more on the N atoms, to orbitals throughout adsorption process. P atoms could display the both behavior. It must be noted that using the terms electron acceptor and donor are for clarifying the adsorption process and interactions certainly are not in the scale to be considered as reactions or strong interactions.
Figure 5.
Electrostatic potential surface map for and (n = 1, 2, and 3; X = B, N, and P) with isovalue 0.004eÅ. The color range in the ESP maps varies from blue (more negative) to red (more positive). Atoms color code: pink, boron; blue, nitrogen; yellow, phosphorus; grey, carbon.
adsorption in the presence and absence of electric field
To explore the effect of EF on capturing over the X-doped fullerenes, an external EF was applied in perpendicular direction (-z direction). Figure 6 outlines AE (eV), AH (Å), and angle () for X doped in the range of 0 to 0.02 a.u. EF. Needless to mention, the larger AE represents stronger interaction between the doped fullerenes and . The AH could be taken into account as a parameter that confirms stronger interactions since, even by doping , it is likely to observe physisorption rather than chemisorption in parts with doped atoms. The angle values indicate that the polarity changes when it is adsorbed by doped fullerene.
Figure 6.

Variation of (a) adsorption energy (eV) (b) adsorption height (Å) (c) angle () for , B, N, and P-doped in 0–0.02 a.u. electric field.
According to the Fig. 6, generally, there is a rise in the AE, in the most cases as well as , by scanning the EF, implying that larger magnitudes of EF enhances capture considerably and the interaction between and doped fullerenes can be strengthened by elevating EF. Not only do the B-doped fullerenes have the largest AE among all, but also it grows in the range of − 0.53 to − 0.71 eV, as the EF increases. and of the adsorption process necessarily have to be considered to distinguish between physisorption and chemisorption. The values of are between 0 and − 0.21 eV for physisorption and between − 0.83 and − 4.15 eV for chemisorption while the amounts of are from − 0.022 to − 0.22 eV and from − 0.83 to − 2.07 eV, for physisorption and chemisorption, in order44. The AH for B-doped is almost the smallest in proportion to other fullerenes, from approximately 1.33–1.43 Å as the EF rises, which approves the AE results. The angle has changed dramatically (in the range of –), which are less than the angle of O–C–O in the presence of molecule, indicating a stronger interaction between the B-doped fullerenes and . Thus, in comparison with , it can be concluded that adsorption nature on B-doped fullerenes is physicochemical, resulting in a more effective adsorption process. In the wide range of EF, the value of AE for B-doped fullerenes is significantly higher compared to other fullerene sizes such as 28, 19, 38. The AE range for N-doped fullerenes is comparable to N-doped fullerenes, including , , and 38.
Apparently, after the B-doped fullerenes, the N-doped fullerenes also display a satisfactory activity against compared to . Despite smaller AE than B-dopeds, the AE for lies in the area between − 0.3 and − 0.5 eV by EF that also exhibits a physicochemical adsorption between the and N-doped fullerenes. Similar to B-dopeds, the AH of N-doped fullerenes appears in the range of 1.37–1.5 Å, confirming the AE data. Although angle for N containing includes a wide area (), it certainly does not contradict the AE and AH findings. Evidently, the AE for the P-doped samples is in the same range as , meaning that they have a similar performance to the fullerene in the presence of EF. Although the angle for P-doped fullerenes alongside is less than , the range in which AEs appear in the absence of EF (between − 0.20 and − 0.28 eV) shows that physisorption plays the main role in the process. However, due to the positive impact of increasing EF on the AE, it grows to the area between nearly − 0.30 and − 0.38 eV, adding more chemical properties to the nature of the adsorption and converting it from physisorption to physicochemical adsorption. These results are in a good agreement with HOMO–LUMO analysis (see Figs. 3 and 4). It can be seen that the HOMO or LUMO orbitals of the fullerenes, which have shown a higher AE, are more concentrated on the doped atoms and their adjacent C atoms, strengthening their interaction with .
Figure S2 illustrates a detailed line graph of AE (eV), AH (Å), and angle () vs. EF. Except and , the AE of Doped grows or remains steady (after some fluctuations in a few cases), by scanning the EF, emphasizing that escalating EF has positive effect on AE. Despite some exceptions, and most of the doped fullerenes have undergone a sudden growth in AE (by − 0.05 eV), in approximately 0.018 a.u., after a gradual increase or decrease. In some cases, we saw dramatic changes in the AH; For example the AH of , , and increased by nearly 0.07 Å. On the other hand, , and decline with almost 0.06 Å.
Conclusion
In this study, DFT computations have been utilized to assess some B, N, and P-doped fullerenes thermodynamic stability and prospect of B, N, and P addition into structure along with their potential to capture as well as the impact of electric field on this attribute. The cohesive energy was obtained to determine the doped fullerenes’ stability. Although the cohesive energies of were slightly smaller than , they were all in a favorable range. There were nearly no changes in the cohesive energies, as electric field increased. The B and N doped fullerenes displayed a far better performance in adsorbing with the adsorption energy in the range of − 0.53 to − 0.71 eV and − 0.3 to − 0.5, respectively, in comparison with , showing that adsorption process have gained chemical nature and become physicochemical adsorption. As a result of growing EF’s effect on adsorption, the AE of P-dopeds and rise and interaction between and samples obtains some chemical characteristic. Moreover, by the assistance of HOMO-LUMO plots, unlike P-doped fullerenes, we observed that the HOMOs and LUMOs were distributed largely on the B, N, and neighboring C atoms in B and N inserted . The ESP map aided us to evaluate charge distribution on the fullerenes’ surface and hypothesize about the mechanism of adsorption.
Lastly, the present study illuminates the B, N, and P doped fullerenes potential as a adsorbent. B and N containing fullerenes show a splendid activity against as a promising adsorbent and using them can be considered an efficient way for capture in absence and presence of electric field.
Supplementary Information
Acknowledgements
The authors acknowledge the UNESCO UNISA iThemba-LABS/NRF Africa Chair in Nanoscience & Nanotechnology (U2ACN2) and the Centre for High-Performance Computing (CHPC), South Africa for providing computational resources and facilities for this research project.
Author contributions
P.R. and M.A. proposed the idea, P.R., M.H.J., R.M., and M.A. did the calculations and simulations. S.R. and S.A.A. contributed to the development and completion of the idea, analyzing the results and discussions. S.A.A. and M.H.J. participated in writing the manuscript. S.S.A. and M.M. supporting project by providing advice in every steps.
Data availability
The calculated data during the current study available from the corresponding authors on request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Parham Rezaee, Email: parham.rezaee@modares.ac.ir.
Mahmood Akbari, Email: makbari@tlabs.ac.za.
Supplementary Information
The online version contains supplementary material available at 10.1038/s41598-024-62301-x.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The calculated data during the current study available from the corresponding authors on request.




