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Article

Tuning the Oxidative Activity of Single Atom Catalysts by Carbon Doping in Hexagonal Boron Nitride Supports

College of Biology and Chemistry, Minzu Normal University of Xingyi, Xingyi 562400, China
*
Author to whom correspondence should be addressed.
Nanomaterials 2026, 16(1), 61; https://doi.org/10.3390/nano16010061
Submission received: 22 November 2025 / Revised: 25 December 2025 / Accepted: 30 December 2025 / Published: 31 December 2025
(This article belongs to the Special Issue Theoretical Simulations on Single-Atom Materials)

Abstract

Single-atom catalysts (SACs) have gained significant attention due to their exceptional metal atom utilization efficiency and high catalytic activity. Using DFT calculations, single-atom metals (M = Ag, Au) on defective and carbon-doped h-BN supports (M@BN and M@nC-BN) are systematically investigated to elucidate the effects of C-doping concentration and configuration on their structural stability, and to explore their potential application in O2 activation. The results indicate the singlet O2 adsorbed configuration is more effective in activating the O–O bond than the triplet one. Ag@4C-BN and Au@6C-BN exhibit good stability comparable to their undoped counterparts. Compared to M@BN, the M@nC-BN surfaces, particularly M@4C-BN, exhibit significantly enhanced adsorption of singlet O2, accompanied by the most notable O–O bond elongation, indicating its superior capability for O2 activation. DOS and frontier orbital analysis reveals that C-doping upshifts the HOMO energy level of M@4C-BN, endowing the catalyst with a stronger electron-donating ability to O2 2π* and leading to efficient activation. This study provides a theoretical basis for the rational design and optimization of BN-based single-atom catalysts.

Graphical Abstract

1. Introduction

Single-atom catalysts (SACs), characterized by atomically dispersed metal active sites on support surfaces, achieve high metal atom utilization efficiency [1,2,3]. This makes them an ideal platform for developing cost-effective catalysts, particularly those based on precious metals like gold, silver, platinum, and palladium et al. Consequently, SACs have emerged as a prominent class of high-efficiency catalysts in recent years [4,5]. The catalytic performance of SACs combines the advantages of both homogeneous and heterogeneous catalysts. Their uniform active sites often confer high selectivity for specific reactions, rivaling the performance of homogeneous catalysts, while simultaneously offering the ease of separation and recovery inherent to heterogeneous catalysts. These attributes make SACs promising for broad applications in electrocatalytic reduction, oxidation, hydrogen production, and related fields [6,7,8,9,10,11,12,13,14,15,16,17]. However, isolated metal atoms, due to their high surface energy, tend to agglomerate into nanoparticles during synthesis and catalytic reactions. Studies indicate that constructing strong electronic or covalent interactions between metal atoms and the support via appropriate synthesis strategies is key to stabilizing single atoms and preventing their migration and agglomeration [18,19,20].
Hexagonal boron nitride (h-BN), composed of alternating B and N atoms arranged in a two-dimensional layered honeycomb structure, exhibits key properties such as a large specific surface area, oxidation resistance, thermal stability, and chemical inertness [21,22,23]. These characteristics make h-BN an ideal support material for anchoring active sites like polyoxometalates (POMs), metal oxides, metal nanoparticles (NPs), and single metal atoms, enabling the construction of highly active composite catalytic materials for various reactions [24,25,26,27]. Notably, vacancy defects in h-BN layers can be created via electron beam irradiation [28,29]. These defective structures can effectively anchor single transition metal atoms. Furthermore, theoretical and experimental studies confirm that boron vacancies (VB) form more readily than nitrogen vacancies (VN) in h-BN [30,31]. Theoretical calculations suggest that h-BN sheets containing VB are highly promising supports for single transition metal atoms [32,33,34,35,36]. h-BN is a typical electrical insulator with a wide bandgap (~6 eV) [37]. Incorporating carbon atoms into the h-BN lattice significantly alters its electronic structure, reducing the bandgap to a tunable range of 0–5.5 eV. Therefore, C doping serves as an effective strategy for modulating the electronic structure of h-BN [37,38,39]. Previous studies have shown that C-doped h-BN as a support exhibits excellent catalytic performance in adsorptive desulfurization, CO2 capture, and the nitrogen reduction reaction [40,41,42].
In catalytic oxidation field, O2 is considered an ideal oxidant due to its safety and low cost [43]. However, the high chemical stability of O2 makes its adsorption and activation a critical initial step in many such reactions [34,44,45]. Moderate O2 adsorption strength on the catalyst surface and efficient activation to generate reactive oxygen species (e.g., O2, O22−) are essential for driving various oxidation processes [44,46]. This study will design single-atom catalysts (SACs) with metal atoms M (M = Ag, Au) anchored on hexagonal boron nitride (h-BN) and carbon-doped BNC monolayers, aiming to investigate the effects of carbon doping concentration and configuration on the stability of these SACs and their catalytic reactivity toward oxygen activation. The findings are expected to provide theoretical guidance for the design of SACs with good stability and superior catalytic activity.

2. Computational Methods and Models

2.1. Computational Methods

The calculations in this study were performed using a hybrid density functional method containing dispersion correction (B3LYP-D3). For the Au and Ag metal atoms, the Stuttgart/Dresden effective core potential (SDD) basis set were employed. This basis set adopts an effective core potential to replace the inner-shell electrons of heavy metals, while retaining valence electrons for detailed calculation; more importantly, it incorporates relativistic effects [47]. For non-metal atoms (B, N, C, H, and O), the all-electron polarized triple-zeta basis set 6-311G(d, p) was used. During the geometry optimization process, all atomic configurations were fully relaxed with the adoption of stringent convergence criteria. Specifically, the convergence cutoff for energy computations was configured to 1.0 × 10−8 atomic units (a.u.), while for the geometry relaxation process, the maximum force tolerance and maximum displacement limit were set to 0.00045 a.u. and 0.0018 a.u., respectively. Previous research has confirmed this computational method is suitable for simulating metal interactions with h-BN systems [48]. To further verify the rationality of the optimized structures, frequency calculations were performed. Structures without imaginary frequencies were confirmed as local minima, while those with exactly one imaginary frequency were identified as transition states. All theoretical computations were carried out using the Gaussian 16 program package [49].

2.2. Computational Models

B27N27H18 cluster model was selected to represent the h-BN support; the truncated edges were passivated with hydrogen atoms. The metal atom (M) was introduced at the VB site to form the M@BN (M = Ag, Au) single-atom system. To verify the adequacy of the model size, an extended B48N48H24 cluster was constructed (Figure S1). The metal anchoring configurations at VB sites, as well as the O2 adsorption configurations and corresponding energies derived from the large cluster, are nearly identical to those obtained with the original B27N27H18 model (Table S1). These results confirm that the B27N27H18 cluster is sufficiently sized to reliably support the investigation of O2 adsorption processes. Carbon was incorporated into the h-BN lattice to replace the lattice B or N atoms, forming C–B and C–N bonds. The metal atom remains anchored at the VB site, forming the M@nC-BN systems. Experiments have confirmed that carbon atoms tend to form atomic domains rather than being atomically dispersed when doped into BN materials [37,39,50,51]. To this end, we selected a series of representative carbon-doped configurations to systematically investigate the effects of doping concentration and structure. The C-doping content was varied between 1 and 8 atoms, corresponding to C contents of 1.5–12.3% for Ag systems and 1.4–11% for Au systems. This range covers the critical region reported in the recent literature, where the bandgap of BCN materials is known to be strongly dependent on C concentration, with an optimal value near 6% leading to the smallest bandgap and highest activity [37]. The possible configurations for 3C and 5C doping are chain-like. As this arrangement type has been thoroughly investigated in even-numbered systems (4C, 6C, 8C), these two cases were therefore not included in the present study.
These configurations, with an increasing number of carbon atoms, are named M@1C-BN, M@2C-BN, M@4C-BN, M@4C′-BN, M@6C-BN, M@6C′-BN, M@8C-BN, and M@8C′-BN, respectively. Here, nC-BN and nC′-BN represent structures with identical carbon atom counts (n) but differing configurations, as illustrated in Figure 1. Specifically, in the C-doped systems, the superscript prime (′) denotes a chain-like configuration of carbon atoms, whereas its absence represents other structures: for n = 4, 4C-BN is triangular and 4C′-BN is chain-like; for n = 6, 6C-BN is ring-like and 6C′-BN is chain-like; for n = 8, 8C-BN is triangular and 8C′-BN is chain-like.
The binding energy (Eb) of M at VB site of BN or BNC support, representing the stability of the metal atom on the surface, is defined by Equation (1)
E b = E M @ support ( E M + E support )
where E M , E support , and E M @ support represent the total energies of the isolated metal atom in the gas phase, the BN or BNC support with a VB site, and the M atom anchored at VB site of BN or BNC systems, respectively. A more negative Eb value indicates a more stable SAC. Similarly, the adsorption energy (Eads) of O2 on M@support is given by Equation (2):
E a d s = E O 2 / M @ support ( E O 2 + E M @ support )
where E O 2 , E M @ support , and E O 2 / M @ support denotes the total energies of the ground state O2 molecule, the single atom catalyst M@support, and the combined system, respectively. Thus, a negative Eads value indicates an exothermic adsorption process. Zero-point energy corrections were applied to all calculated Eb and Eads values.
It has been reported that Au single atoms can exist on the CuO film at 400 K, while Ag single atoms can be anchored on the C3N4 support surface at 353 K [52,53]. In this study, we also investigated the stability and adsorption properties of Ag and Au single atoms at 400 K by means of frequency calculations. The Gibbs binding energy (Gb) is defined by Equation (3)
G b = G M @ support ( G M + G support )
with GM, Gsupport, and GM@support representing their corresponding total Gibbs free energies. Similarly, the Gibbs adsorption energy (Gads) is given by Equation (4),
G a d s = G O 2 / M @ support ( G O 2 + G M @ support )
where G O 2 , G M @ support , and G O 2 / M @ support denote their corresponding total Gibbs free energies.

3. Results

3.1. The Structures and Stability of M@BN and M@nC-BN

We first optimized the structures of single Ag and Au anchored on the VB site of h-BN and C-doping BN supports, and the most stable geometries are shown in Figure 2 and Figure S2, respectively. Using the single Ag atom adsorption as an example, in the case of Ag@BN, the Ag atom at the VB site resides out of the BN plane due to its large atomic radius, causing an upward displacement of the adjacent nitrogen atoms. The distances between Ag and the three neighboring N atoms are 1.997, 2.102, and 2.106 Å, respectively, in agreement with values (2.10 Å) reported in the literature [35]. Carbon doping into the h-BN support markedly alters the adsorption configuration of the Ag single atom, primarily marked by the elongation of one of the three initially similar Ag–N bonds. For instance, with one C dopant (n = 1, Figure 2b), one Ag–N bond length increases to 2.391 Å. At n = 8 (in the 8C′-BN structure, Figure 2i), this bond elongates to 2.302 Å. This bond elongation will weaken the binding strength and thus the stability of Ag at the VB site. Similarly, the Au atom at the VB site of the h-BN surface (Figure S2) forms three Au–N bonds (1.970, 2.058, and 2.058 Å), closely matching the literature value of 2.06 Å [54]. Likewise, C doping in the BN support leads to a marked elongation of one Au–N bond. With increasing doping concentration from n = 1 to n = 8, its maximum length rises from 2.080 Å to 2.854 Å, as presented in Figure S2. This substantial elongation weakens the Au-support interaction thereby potentially compromising the stability of the Au single atom at the VB site.
The binding energy (Eb) serves as a direct indicator for evaluating the stability of metal atoms on the support surface, with more negative values corresponding to greater stability of the system. As shown in Table 1, for the M@BN systems, the Eb of Ag@BN and Au@BN are −61.3 and −62.9 kcal/mol, respectively, which are in good agreement with previous theoretical calculations [55]. The Eb of Ag is comparable to its cohesive energy (−68.0 kcal/mol). However, the Eb of Au is less negative than its cohesive energy (−87.8 kcal/mol) [56]. Hence, Ag is more stable than Au when anchored at the VB site of the h-BN surface.
In agreement with the optimized structural results, a slight decrease in the stability of single atoms, is observed upon doping carbon into the BN surface. For instance, when the number of carbon atom equals to 1 (n = 1), the Eb value of Ag@1C-BN and Au@1C-BN decrease to −52.3 kcal/mol and −47.6 kcal/mol, respectively; when n = 2, the Eb values of Ag@2C-BN and Au@2C-BN decrease to −41.6 kcal/mol and −44.0 kcal/mol, respectively. With an increasing number of doped carbon atoms, the configuration of carbon doping in the BN surface significantly influences the stability of single atoms. When the carbon dopant count reaches 4, 6, and 8, the two configurations exhibit distinct stability: the triangular configuration consistently demonstrates higher stability than the corresponding chain-like structure, and Ag@nC-BN systems show greater stability than their Au@nC-BN counterparts. Moreover, in the Ag single-atom system, Ag@4C-BN exhibits the highest stability with a binding energy of −52.6 kcal/mol, thus representing the most stable C-doped Ag single-atom configuration. For the C-doped Au single-atom system, Au@6C-BN shows the best stability with a binding energy of −49.8 kcal/mol. The electronic structure, which originates from orbital hybridization between the C 2p and metal d orbitals near the HOMO level, is the primary driving force for stabilizing the M@BN-6C single-atom systems, as evidenced by the density of states (DOS) plots (Figure S3). For Au, relativistic effects cause contraction of the s orbital and expansion of the d/f orbitals, which further enhances the orbital overlap with the C 2p orbital, as shown in the HOMO diagram in Figure S4. This intensified d-p orbital interaction directly contributes to the greater stability exhibited by the Au@6C-BN system.
At 400 K, the stability of Ag and Au single atoms decreased, as evidenced by the Gb values in Table 1, while the stability order remained unchanged. Metal atoms anchored on the undoped BN support exhibited the highest stability, outperforming all C-doped counterparts. Among the C-doped systems, Ag and Au single atoms displayed optimal stability on the 4C-BN and 6C-BN supports, respectively.
In summary, Ag forms more stable SACs than Au at the VB site of BN support. Carbon doping elongates the M–N bonds, thereby reducing metal stability. Both the amount and arrangement of doped C atoms affect stability. Chain-like configurations show a strong influence with more C atoms, while triangular (4C-BN) and ring (6C-BN) ones have little effect. Ag@4C-BN and Au@6C-BN are the most stable among all configurations.

3.2. Adsorption of Triplet O2 on M@BN and M@nC-BN

Given the triplet ground state of O2, the adsorption behavior of triplet O2 on the surfaces of Ag and Au single atoms was first investigated, with the corresponding configurations shown in Figure 3 and Figure S5, respectively. For O2 adsorbed on Ag SACs, the O–O bond length ranges from 1.236 to 1.280 Å across most systems, except for 4C-BN (1.301 Å). On Au SACs, the longest O–O bond lengths occur on Au@4C′-BN and Au@8C′-BN. However, due to the poor stability of Au single atoms in these systems, they are not considered ideal for catalysis when stability is taken into account.
The Eads of triplet O2 are listed in Table S2. All adsorption energies are negative values, indicating that the adsorption process is spontaneous. Among these systems, M@2C-BN system exhibits the strongest adsorption toward O2, with Eads of −27.2 kcal/mol and −31.3 kcal/mol for Ag@2C-BN and Au@2C-BN, respectively. Even at 400 K, when Gads decreases on all M@nC-BN systems, M@2C-BN still maintains the strongest adsorption capacity.
The activation of O2 typically requires a spin-state transition from triplet to singlet, a process often governed by non-adiabatic charge transfer and surface electronic coupling on metal-based catalysts [57,58]. This transition overcomes the spin-forbidden constraint for O2 activation. For instance, Behler et al. observed a triplet-to-singlet transition during O2 adsorption on Al(001) via charge transfer-induced spin population reduction [59]; Kurokawa et al. reported a triplet-quintet-singlet transition in hemoglobin-O2 binding that accelerates reactions [57]; Belanzoni et al. confirmed that O–O bond cleavage requires a low-spin state transition of Fe(II)/EDTA-O2 complexes [58]. Given this, we further investigated the adsorption behavior of singlet O2.

3.3. Adsorption of Singlet O2 on M@BN and M@nC-BN

3.3.1. Singlet O2 Adsorption on Ag@BN and Ag@nC-BN

Figure 4 shows the optimized adsorption configurations of singlet O2 on Ag single-atom catalysts. For O2 adsorption on Ag@BN, the O–O bond length elongates from 1.19 Å in the gas phase to 1.336 Å. Upon adsorption on Ag@nC-BN surfaces, the O–O bond lengths show significant increases compared to the free molecule. Notably, the O–O bond elongates more significantly in the singlet than in the triplet adsorption configuration, indicating that the adsorbed singlet oxygen is more readily activated. Moreover, the elongation is most pronounced after O2 adsorption on Ag@4C-BN (Figure 4d), where the bond length reaches 1.385 Å, indicating the strongest interaction between O2 and Ag@4C-BN.
The adsorption energy (Eads) directly reflects the strength of the interaction between O2 and the catalysts. Specifically, a more negative Eads value signifies a stronger adsorption interaction. The Eads and charge analysis for O2 on Ag SACs are presented in Figure 5 and Table S3. The positive Eads of O2 on the Ag@BN surface is 7.0 kcal/mol, indicating a weak interaction. When carbon is doped into the BN support, the adsorption strength of singlet O2 on the catalyst surfaces increases. For instance, on the Ag@1C-BN surface, the adsorption energy becomes negative (−10.5 kcal/mol). The strongest adsorption occurs on the Ag@4C-BN surface, with an Eads of −17.0 kcal/mol. Therefore, doping the support with carbon atoms effectively modulates the catalyst’s activity. Notably, At 400 K, Gads of O2 becomes more positive across all systems, while the strongest O2 adsorption is still maintained on the Ag@4C-BN surface.
Furthermore, the geometric arrangement of the C-doping is also a crucial factor affecting O2 adsorption performance, especially for systems with four and eight carbon atoms. For n = 4, the O2 adsorption energy differs significantly between the Ag@4C-BN (−17.0 kcal/mol) and Ag@4C′-BN (3.3 kcal/mol) configurations. This trend persists with 8C-doped systems, where the energies are −4.5 kcal/mol for Ag@8C-BN and 1.9 kcal/mol for Ag@8C′-BN, respectively.
Natural population analysis further corroborates the interaction strength between oxygen and the catalysts. After O2 adsorption, the molecule acquires a negative charge and the Ag atom becomes more positive, indicating electron transfer from the metal to the adsorbate. This transfer populates the O2 antibonding 2π* orbital, which consequently weakens the O–O bond, as evidenced by a significant increase in bond length and the resultant activation of O2. Taking O2 adsorption on Ag@4C-BN as an example, the charge on O2 is −0.73 |e|, indicating substantial activation of O2.
A comparison between the Ag@BN and Ag@4C-BN systems reveals a clear trade-off between the stability and catalytic activity. On the Ag@BN surface, where the Ag atom is most stable (Eb = −61.3 kcal/mol), the O2 adsorption is weakest (Eads = 7.0 kcal/mol). Conversely, when the metal-support interaction is slightly weakened, as on the Ag@4C-BN surface (Eb = −52.6 kcal/mol), O2 adsorption becomes significantly stronger (Eads= −17.0 kcal/mol), indicating strong chemisorption. In the following section, we will elaborate on the activity difference between M@BN and M@4C-BN by analyzing their electronic structures.

3.3.2. Singlet O2 Adsorption on Au@BN and Au@nC-BN

Figure 6 Shows the optimized adsorption configurations of singlet O2 on Au single-atom catalysts. After O2 adsorption, the O–O bond length elongates from 1.19 Å to 1.396 Å on Au@BN surface. Adsorption on Au@nC-BN surfaces also leads to significant O–O bond elongation compared to the free molecule. Notably, the elongation is most pronounced after O2 adsorption on Au@4C-BN (Figure 6d), where the bond length reaches 1.426 Å, approaching the O22− bond length (1.49 Å). In line with the Ag-based systems, the O–O bond of adsorbed singlet O2 on the most of Au-based systems elongates more than that of triplet adsorbed O2, indicating stronger activation of singlet adsorbed O2.
As presented in Figure 7 and Table S4, the O2 adsorption energy on the Au@BN surface is only −6.4 kcal/mol, characteristic of weak physisorption. Apart from Au@2C-BN, O2 adsorption energies become more negative on all C-doped support surfaces. Notably, the strongest O2 adsorption is observed on Au@4C-BN, with an Eads of −33.4 kcal/mol. Charge analysis indicates that the process is activated by electron transfer to the O2 molecule, consistent with the behavior seen on Ag single atoms. The transferred electrons occupy the antibonding orbital of O2, leading to its activation. As a case in point, the O2 molecule on Au@4C-BN carries the highest charge of −0.78|e|.
The carbon doping geometry also influences O2 adsorption, with the triangular configuration (Au@4C-BN) demonstrating significantly stronger adsorption (−33.4 kcal/mol) than the chain-like form (Au@4C′-BN, −9.8 kcal/mol) for n = 4. A trend that holds for n = 8, −20.3 vs. −13.0 kcal/mol), confirming the superior promotion of O2 activation by the triangular structure.
In summary, carbon doping universally enhance singlet O2 adsorption on Ag and Au catalysts, with triangular configurations being most effective. Within the M@4C-BN systems (M = Ag, Au), O2 demonstrates greater O–O bond elongation and a higher degree of activation than the triplet state, highlighting the importance of spin state in tuning catalytic performance. These findings confirm M@4C-BN as a potent platform for facilitating O2 activation.

3.3.3. Electron Density Difference (EDD) Analysis

The concentration and configuration of carbon doping are closely related to the stability and activity of SACs. Introducing carbon atoms into the support slightly reduces the stability of the single atoms but enhances the catalyst’s reactivity towards O2 activation. This is likely intimately connected to the changes in the electronic structure of the support induced by carbon doping. Figure 8 and Figure S6 presents the electron density difference (EDD) plots for the Ag and Au single-atom systems, respectively. Regions in purple indicate an increase in electron density, while cyan/green regions indicate a decrease. In the Ag@BN system, electron density depletion occurs primarily around the metal atom, and density accumulation is observed between Ag and the three surrounding N atoms, indicating the formation of three stable Ag–N covalent bonds, which explains the good stability of the Ag@BN system. As carbon atoms are doped into the BN surface, the regions of electron density accumulation between Ag and N decrease significantly, leading to reduced stability of the corresponding catalysts. When the coordination ability between the metal atom and N weakens, the metal atom possesses more free electrons available for coordination with adsorbates, which may account for the observed increase in reactivity [33].
To further clarify the enhanced O2 reactivity of M@4C-BN, we plotted the density of states (DOS) and frontier orbital diagrams of M@BN and M@4C-BN (Figure 9 and Figure S7, respectively). DOS analysis reveals that carbon doping rearranges the electron distribution of M@BN. Specifically, the C 2p orbitals hybridization effectively elevate the HOMO energy level of M@4C-BN to −3.8 eV (Ag) and −3.6 eV (Au), substantially higher than that of M@BN (−5.5 eV). A higher HOMO level is generally associated with a stronger electron-donating tendency [60,61], facilitating electron transfer to the antibonding orbital of adsorbed O2 and thus enhancing reactivity.
Therefore, the concentration and geometric configuration of carbon doping are central factors influencing the stability and activity of metal single-atom catalysts. This conclusion provides a theoretical basis for optimizing h-BN-based single-atom catalysts in catalytic oxidation applications.

3.4. The Dissociation of Singlet O2 on M@BN and M@nC-BN

In view of the fact that adsorbed singlet O2 on the M@4C-BN surface shows the most significant O–O bond activation with a bond length comparable to that of O22−, we further investigated the dissociation process of O2 on this surface, the corresponding configurations and energies during the dissociation process are presented in Figure S8. The adsorbed singlet O2 as the reaction entrance, in which the O–O bond lengths (1.385 Å on Ag SAC, 1.426 Å on Au SAC). Through a transition state, the O–O bond elongates to 2.769 Å (Ag) and 2.547 Å (Au) before fully dissociating, reaching final lengths of 3.160 Å (Ag) and 3.057 Å (Au). Energetically, complete dissociation faces high barriers, 86.8 kcal/mol on Ag SAC and 66.6 kcal/mol on Au SAC, relative to the adsorbed O2 state. The overall process is also endothermic by 79.7 kcal/mol (Ag) and 55.5 kcal/mol (Au), confirming its thermodynamic and kinetic difficulty. Notably, our previous work has verified that the adsorbed singlet O2 itself can act as reactive oxygen species to participate in dibenzothiophene oxidation reactions [34,48]. Moreover, for CO catalytic oxidation, the direct oxidation pathway involving activated molecular oxygen appears to be the predominant mechanism [44]. Therefore, the reactive oxygen species formed via adsorption probably play a crucial role in facilitating efficient oxidation reactions.

4. Conclusions

Using density functional theory (DFT), this work investigates the adsorption and activation of O2 on single-atom catalysts (M@BN, M@BNC, M=Ag, Au), to elucidate the critical influence of carbon doping in the support on the catalytic stability and oxidative activity. The main conclusions are as follows:
(1)
Carbon doping reduces Ag and Au single-atom catalysts stability by weakening the metal-substrate bond. This destabilization is severe for chain-like dopant arrangements but minimal for triangular (4C-BN) and ring (6C-BN) configurations, leading to the Ag@4C-BN and Au@6C-BN as the most stable systems.
(2)
From the perspective of geometric configurations, adsorbed singlet O2 achieves more efficient O–O bond activation than its triplet counterpart. Notabaly, the geometry of carbon dopants critically governs singlet O2 adsorption on M@BNC systems. A triangular doping arrangement, dramatically enhances adsorption and O–O bond activation compared to undoped M@BN. This is most evident for Ag@4C-BN and Au@4C-BN, which exhibit maximal adsorption energies of −17.0 and −33.4 kcal/mol, respectively.
(3)
The density of states (DOS) and frontier orbital analysis reveal that when carbon is doped in a triangular configuration, its 2p orbitals significantly contribute to the HOMO energy level of M@4C-BN, causing a notable upward shift. This shift facilitates the transfer of electrons to the antibonding orbitals of the adsorbed O2, thereby effectively promoting O2 activation.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/nano16010061/s1, Figure S1. The larger models for (a) Ag@BN, (b) Au@BN; O2 adsorption geometries on these SACs: (c) O2_Ag@BN, (d) O2_Au@BN. Figure S2. The optimized geometries of Au anchored at the VB site of BN (a) or BNC (b–i) supports. Figure S3. The total density of states (DOS) and partial density of states (PDOS) of (a) Ag@4C-BN, (b) Ag@6C-BN, (c) Au@4C-BN, and (d) Au@6C-BN. Figure S4. The HOMO diagrams of (a) Ag@6C-BN and (b) Au@6C-BN (isosurface value = 0.02 a.u.). Figure S5. Optimized adsorption configurations of triplet O2 on Au@BN and Au@nC-BN, only section of h-BN is displayed. Figure S6. Electron density difference (EDD) plots for Au@BN and Au@nC-BN systems (Isosurface value= 0.02 a.u.). Figure S7. HOMO and LUMO energy level diagrams for M@BN (a) and M@4C-BN (b) systems. Figure S8. Optimized geometries of O2 dissociation on (a) Ag@4C-BN, (b) Au@4C-BN, and (c) the energy profile along O2 dissociation process. Table S1. Binding Energy (Eb) of M@BN (M= Ag, Au) and adsorption energy (Eads) of O2 on original and larger Models (unit: kcal/mol). Table S2. Adsorption energies (Eads, kcal/mol), adsorption Gibbs free energies (Gads, kcal/mol) for triplet O2 on Ag and Au single-atom catalysts. Table S3. Adsorption energies (Eads, kcal/mol), adsorption Gibbs free energies (Gads, kcal/mol) and charge analysis for singlet O2 adsorption on Ag single-atom catalysts. Table S4. Adsorption energies (Eads, kcal/mol), adsorption Gibbs free energies (Gads, kcal/mol) and charge analysis for singlet O2 adsorption on Au single-atom catalysts.

Author Contributions

Conceptualization, N.L.; Methodology, Y.Z.; Software, Y.Z.; Formal analysis, J.Z.; Data curation, J.Z. and Y.Z.; Writing—original draft, J.Z.; Writing—review & editing, N.L.; Visualization, Y.Z.; Supervision, N.L.; Project administration, N.L.; Funding acquisition, J.Z. All authors have read and agreed to the published version of the manuscript.

Funding

This work was financially supported by University Student Innovation and Entrepreneurship Program (2024106660812).

Data Availability Statement

The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.

Acknowledgments

This work was supported by computational resources from the Qianxinan Prefecture Key Laboratory of Computational Chemistry.

Conflicts of Interest

The authors declare no conflicts of interest.

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Figure 1. The M@BN (a) and M@nC-BN (M = Ag, Au) (bi) models.
Figure 1. The M@BN (a) and M@nC-BN (M = Ag, Au) (bi) models.
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Figure 2. The optimized geometries of Ag anchored at the VB site of h-BN (a) or BNC (bi) supports.
Figure 2. The optimized geometries of Ag anchored at the VB site of h-BN (a) or BNC (bi) supports.
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Figure 3. Optimized adsorption configurations of triplet O2 on Ag@BN (a) and Ag@nC-BN (bi), only section of h-BN is displayed.
Figure 3. Optimized adsorption configurations of triplet O2 on Ag@BN (a) and Ag@nC-BN (bi), only section of h-BN is displayed.
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Figure 4. Optimized adsorption configurations of singlet O2 on Ag@BN (a) and Ag@nC-BN (bi), only section of h-BN is displayed.
Figure 4. Optimized adsorption configurations of singlet O2 on Ag@BN (a) and Ag@nC-BN (bi), only section of h-BN is displayed.
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Figure 5. (a) Adsorption energies (Eads, kcal/mol) and (b) charges for singlet O2 adsorption on Ag single-atom catalysts.
Figure 5. (a) Adsorption energies (Eads, kcal/mol) and (b) charges for singlet O2 adsorption on Ag single-atom catalysts.
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Figure 6. Optimized adsorption configurations of singlet O2 on Au single-atom catalysts, only section of h-BN is displayed Au@BN (a) and Au@nC-BN (bi).
Figure 6. Optimized adsorption configurations of singlet O2 on Au single-atom catalysts, only section of h-BN is displayed Au@BN (a) and Au@nC-BN (bi).
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Figure 7. (a) Adsorption energies (Eads, kcal/mol) and (b) charges analysis for singlet O2 adsorption on Au single-atom catalysts.
Figure 7. (a) Adsorption energies (Eads, kcal/mol) and (b) charges analysis for singlet O2 adsorption on Au single-atom catalysts.
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Figure 8. Electron density difference (EDD) plots for Ag@BN and Ag@nC-BN systems (Isosurface = 0.02 a.u.).
Figure 8. Electron density difference (EDD) plots for Ag@BN and Ag@nC-BN systems (Isosurface = 0.02 a.u.).
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Figure 9. Total density of states (TDOS) and partial density of states (PDOS).
Figure 9. Total density of states (TDOS) and partial density of states (PDOS).
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Table 1. Binding energies (Eb, kcal/mol) and Gibbs binding energies (Gb, kcal/mol) at 400 K for M@BN and M@nC-BN (M = Ag, Au).
Table 1. Binding energies (Eb, kcal/mol) and Gibbs binding energies (Gb, kcal/mol) at 400 K for M@BN and M@nC-BN (M = Ag, Au).
ModelM@BN
(a)
M@1C-BN
(b)
M@2C-BN
(c)
M@4C-BN
(d)
M@4C′-BN
(e)
M@6C-BN
(f)
M@6C′-BN
(g)
M@8C-BN
(h)
M@8C′-BN
(i)
Eb,Ag−61.3−52.3−41.6−52.6−40.1−50.0−40.3 −50.0−39.0
Eb,Au−62.9−47.6−44.0−45.3−36.5 −49.8−34.3−40.9−32.3
Gb,Ag−46.5−39.5−26.3−40.1−28.3−34.8 −24.7−36.2−26.7
Gb,Au−48.1−31.7−28.8−32.5−23.7−34.0−18.6−27.1−19.4
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Zhang, J.; Zhou, Y.; Lv, N. Tuning the Oxidative Activity of Single Atom Catalysts by Carbon Doping in Hexagonal Boron Nitride Supports. Nanomaterials 2026, 16, 61. https://doi.org/10.3390/nano16010061

AMA Style

Zhang J, Zhou Y, Lv N. Tuning the Oxidative Activity of Single Atom Catalysts by Carbon Doping in Hexagonal Boron Nitride Supports. Nanomaterials. 2026; 16(1):61. https://doi.org/10.3390/nano16010061

Chicago/Turabian Style

Zhang, Jie, Yingguang Zhou, and Naixia Lv. 2026. "Tuning the Oxidative Activity of Single Atom Catalysts by Carbon Doping in Hexagonal Boron Nitride Supports" Nanomaterials 16, no. 1: 61. https://doi.org/10.3390/nano16010061

APA Style

Zhang, J., Zhou, Y., & Lv, N. (2026). Tuning the Oxidative Activity of Single Atom Catalysts by Carbon Doping in Hexagonal Boron Nitride Supports. Nanomaterials, 16(1), 61. https://doi.org/10.3390/nano16010061

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