Graphene Flakes in Arc Plasma : Conditions for the Fast Single-Layer Growth

The results of systematic numerical studies of graphene flakes growth in low-temperature arc discharge plasmas are presented. Diffusion-based growth model was developed, verified using the previously published experiments, and used to investigate the principal effects of the process parameters such as plasma density, electron temperature, surface temperature and time of growth on the size and structure of the plasma-grown graphene flakes. It was demonstrated that the higher growth temperatures result in larger graphene flakes reaching 5 μm, and simultaneously, lead to much lower density of the carbon atoms adsorbed on the flake surface. The low density of the carbon adatoms reduces the probability of the additional graphene layer nucleation on surface of growing flake, thus eventually resulting in the synthesis of the most valuable single-layered graphenes.

Plasma-based techniques are the recently developed methods capable of producing the nanoscaled materials with quite different properties [17] [18].Among others, the arc-discharge method is promising for producing graphene-containing materials in near-industrial scale [19] [20].The arc-produced graphene flakes usually feature several (up to 5 -10) layers and size up to ten micrometers, which is suitable for nanoelectronic applications [21].In the recently developed process, few-layer graphene flakes are synthesized using a high-current arc discharge at a relatively high gas pressure of 0.5 to 1 atm.(see scheme and photo in Figure 1).Both cathode and anode are made of carbon rods of 5 -10 mm dia.Depending on the process, anode can be made with a hole in the center where the mixture of graphitic carbon catalyst (i.e., Y-Ni powder) is placed.The anode and cathode materials are the source of carbon.Optionally, a magnetic system can be used to generate a non-uniform magnetic field (≈0.1 T) in the process zone [22].As the main plasma-generating gas the helium at a pressure 0.5 atm.can be used [23] [24].More details on the process and characterization of the produced graphene flakes can be found in our recent publications [25].Carbonous deposit is then removed from the collecting surface, sonicated to separate amorphous carbon and graphene flakes (Figure 1(b)), and the ready graphene-containing solution is prepared (Figure 1(c)) which can be used for e.g. the fabrication of conductive inks (Figure 1(d)).
The growth process and hence the properties of the prepared graphene flakes significantly depend on the plasma and growth parameters (plasma density, electron energy, surface temperature etc.).Numerous experimental works were conducted and the results are published, but a comprehensive picture of the graphene growth still remains unclear, despite of the many applied efforts.Here we present the results of numerical studies of the Figure 1.Schematics of the process of graphene flake fabrication in arc discharge setup.(A) Graphene growth apparatus consisting of anode, cathode, graphene collecting surface and (optionally) focusing magnet.DC discharge (30 -120 V, 25 -100 A) is sustained in He gas at pressure of 0.5 -1.0 atm.Inset is the discharge photo.Carbon material is supplied due to anode evaporation; (B) The carbonous deposit is removed from the surface and ultrasonicated, and eventually (C) the ready graphene flake suspension is produced which can be used, e.g., for printing (D); Schematic of the processes taken into account during the numerical simulation (E): carbon atoms influx from plasma to the growing graphene flake, evaporation of carbon atoms from the graphene surface, surface diffusion of carbon atoms around the graphene surface, and incorporation of carbon adatoms to the edges of flakes.graphene flake growth in arc plasmas, conducted to mainly determine the general effect of the plasma parameters on the graphene growth behavior and specifically, to find the process parameters which directly affect the growth rates and nucleation conditions, with an ultimate view to better understand the processes leading to the transition from the formation of single-layer graphenes to few-layered flakes.We use here a relatively simple diffusion-based model which is not time-consuming, as compared with the molecular dynamics or Monte-Carlo techniques, but still is capable to reveal the main characteristics and parameters.

Model Formulation
The main processes taken into account are illustrated in Figure 1(e).Specifically, we consider the three main processes: 1) carbon atom influx from plasma to surface of growing graphene flake; 2) evaporation of adsorbed atoms (adatoms) from the graphene surface to plasma; and 3) surface diffusion of adatoms about the graphene surface, followed by incorporation into the graphene flake structure at the edges; the last process ensures the growth of the flake.Thus, the balance equation for the adatom density n c on graphene surface in plasma is: where is the density change due to influx from plasma (only flux of ions with the energy sufficient to establish bonds with the growing graphene flake is taken into account), here B e i V T m κ = is the Bohm velocity; e ε is the electron energy; e is the electron charge, k is the Boltzmann's constant, and m i is the ion mass; , T s is the graphene flake surface temperature, 0 2 s T h is the lattice vibration frequency, h is the Plank's constant, and ɛ a is the energy of carbon adatom evaporation.
The diffusion flux from the flake side to edges out → Ψ can be found by considering the diffusion flux of adatoms from the flake edge, and for the flake with radius r 1 one can obtain: where ɛ d is the surface diffusion activation energy.Finally we obtain: Equation ( 4) is required for the two aims, namely 1) to find the diffusion flux from the flake side to the external edges out →

Ψ
which determines the flake growth rate due to adatoms attachment to edges, and 2) to estimate the nucleation of new flake on the surface of growing graphene, i.e. transition from single-layer to the two-layer (and further to few-layer) graphene flake.With the adatom density n c calculated from (1), the graphene growth rate can be estimated as: where λ is the mean (effective) graphene lattice period which was calculated from the mean surface density of graphene being 3.82 × 10 15 cm −2 [26].We will also assume that the graphene flake is in the thermodynamic equilibrium with the plasma, and hence the graphene flake temperature T s is equal to the gas temperature T g .The task becomes more complicated after the nucleation of a second flake on the surface of a single-layered graphene.In this case the growth rate of the second layer is described by ( ) where r 2 is the second flake radius, is the diffusion flux from the second flake to the external edges, and is the diffusion flux from the surface of first flake (substrate) to the edges of the second flake.

Numerical Results I: Growth of Single-Layer Graphene Flake
Figure 2 illustrates the calculated dependencies of the carbon adatom density on the surface of growing graphene flake, as well as single-layer flake size on growth time with electron temperature, plasma density, surface temperature and temperature profile as parameters.
The plasma parameters and growth conditions used for the simulations are typical for the arc-based process effective for graphene and carbon nanotube growth [27] [28].Importantly, the gas temperature in arc discharge is close to the optimum values of 1000 -1300 K [29].The two main process activation energies namely the surface diffusion activation energy ɛ d and carbon evaporation energy ɛ a strongly influence the growth process.Direct measurement of these values is a hard task, thus we used the results of ab initio calculations [30] for ɛ a energy and have verified the most important diffusion activation energy ɛ d by our previous experimental works [19] [23].The typical growth time was 1 ms, determined from the characteristic velocities (10 -100 m⋅s −1 ) in arc plasma and inter-electrode gap of several mm.K at the initial time moment (nucleation) down to 1000 K.These two cases conditionally represent the two possible particle (growing flake) trajectories in plasma: the first one corresponds to the flake growing in the hot plasma jet, and the second one corresponds to the flakes which quickly abandon the plasma; as a rule, these particles are deposited onto different areas of the collecting surfaces as demonstrated by our experiments [19].Apparently, these two cases illustrated the limiting conditions useful to mark the outermost growth conditions and structures; the most quantity of the graphene is growing in the mean conditions.
Comparing the graphs in Figure 2(a) and Figure 2(c) (time dependence of the adatom density on growing flake) one can see that the density is very low (≈10 −3 of monolayer density) for the case of a constant temperature 1300 K (Figure 2(a)), thus making the probability of new layer nucleation very low.In contrast, the density sharply increases for the second case (temperature changing from 1300 to 1000 K during the growth, Figure 2(c)) and reaches the relative density 0.3 (i.e., one adatom per three surface atoms) which could be considered as quite favorable for nucleation of new layer and hence, transition from the single-layered to the two-layered flake structure.The adatom density also strongly depends on the plasma electron density (due to the effect on the Bohm velocity), this reveals one more handle to control the process by plasma parameters.
The time dependencies of the single-layer flake sizes are presented in Figure 2(b) and Figure 2(d).The maximum flake diameters reach 2 and 1.25 μm for the first and second cases, respectively.In spite of this apparent similarity, the difference in the processes is quite significant due to the very different adatom densities on the flake surfaces which can result in the formation of a multi-layered flake in the case of decreasing growth temperature (Figure 2(b)), but the graphene flake grown at the constant temperature of 1300 K (Figure 2(d)) will definitely remain single-layered.The plasma electron density also influences the flake size but not so strongly: the sizes of flakes grown in the plasma with the electron energies at 0.5 and 1.1 eV differ by the factor of 2, whereas the adatom densities on flakes growing under the same conditions differ by the factor of 3; this could be explained by more intense evaporation of adatoms from the graphene surface at higher temperatures.The larger size of the flakes grown at the constant temperature could be attributed to higher diffusion fluxes to the flake edges, which are responsible for the graphene growth according to (5).It also could be noted that the graphene growth rates steady increase with the time when the process is conducted at the constant temperature, whereas the second case (graphene surface temperature decreases to 1000 K) demonstrates an evident saturation.
Hence, one can derive that the process at the high constant temperature features at least two significant advantages, namely 1) larger graphene flake size and even more important, 2) very low density of adatom on the surface of growing graphene which results in the formation of single-layered flakes.
Similar dependencies are shown in Figures 2(e)-(h) for the higher plasma density of 3 × 10 20 m −3 .In this case the graphene flakes reach 6 μm for the constant temperature case and 3.5 μm for the growth temperatures descending to 1000 K.The influence of the plasma electron energy is not so strong at this higher plasma density.The adatom density on graphenes grown at the constant temperatures still remains low (8 × 10 −3 mL), thus demonstrating the possibility to grow large (6 μm) single-layered flakes.It could be also mentioned that the adatom density demonstrate saturation with time, i.e. the flake could grow further in the single-layer mode.
Importantly, the conclusion about better growth under the constant temperature conditions was confirmed with numerous experiments with the magnetic-enhanced arc setups, where the permanent magnet was used to focus plasma and elevate the electron temperature.Indeed, higher yield and better quality of the deposit was obtained in the magnetic-enhanced arc discharges.
In Figure 3 we present the dependencies of the carbon adatom density on graphene surface and flake size on the growth time with electron temperature, plasma density and temperature as parameters.These dependencies are similar to those in Figure 2, but calculated for lower surface temperature T s = 1000 K.In this case the increase of the plasma density is not efficient.It can indeed ensure larger flake size (1.6 μm for the plasma density of 2 × 10 20 m −3 versus 1.0 μm for 1 × 10 20 m −3 ) but at the expense of very high adatom density on the graphene surface (reaching 1, i.e. complete coverage of the graphene surface with adatom), which unavoidable resulted in the nucleation of new layer.Hence, it is impossible to grow relatively large (up to several μm) graphene flakes at low temperatures.Indeed, low plasma densities could sustain the growth in the single-player mode  (d)) on the growth time with electron temperature, plasma density and temperature as parameters.Under the same conditions and relatively low graphene surface temperature (1000 K), the increase of the plasma density is not efficient and could ensure larger flake size at the expense of very high adatom density on the graphene surface, which unavoidable resulted in the nucleation of new layer.
(i.e., at low adatom density), but the size of the graphene flake in this case does not exceed 1 μm; when higher plasma density is used, the adatom density significantly increases and unavoidably leads to the transition to multi-layer graphene which is not favorable.The reasons for this are low diffusion fluxes to the graphene edges which promote the flake growth; on the other hand, low evaporation leads to the fast accumulation of the adatoms and hence, nucleation of new layers.The increase of the electron energy in plasma cannot help in this case, since it does not influence the diffusion and the graphene growth rates.Based on these results one can conclude that the low-temperature growth is not favorable and the low growth rates cannot be compensated by higher plasma density without compromising the graphene quality due to the transition to the multi-layered growth mode.
Moreover the calculations for elevated surface temperature of 1200 K and much higher plasma densities (5  20 × 10 20 m −3 ) are presented in Figure 4.The dependencies of the carbon adatom density on the surface and single-layer flake size on the growth time with electron temperature and plasma density as parameters are quite different of those shown in Figure 3. Indeed, the higher graphene surface temperature of 1200 K and significantly higher plasma densities resulted in the formation very large (6 μm for 5 × 10 20 m −3 and 14 μm for 20 × 10 20 m −3 ) graphenes at the relatively low adatom density on the graphene surface (not exceeding 0.06 mL for 5 × 10 20 m −3 and 0.25 mL for 20 × 10 20 m −3 ).Despite a very high plasma density, these relatively low adatom densities definitely ensure the graphene growth in the single-layer mode, since the formation of new graphene layers is impossible at such conditions.The apparent reasons for this are significantly enhanced surface diffusion rate at higher temperatures (since the surface diffusion exponentially depends on the temperature) and higher evaporation from the surface which prevents the accumulation of the excessive adatoms which could cause nucleation of a new layer.Much higher atom fluxes from the dense (20 × 10 20 m −3 ) plasma lead to the strong diffusion to the graphene edges where adatoms incorporate in the graphene structure.We can also note that the influence of the electron energy ɛ e on the graphene size is low (since the Bohm velocity does not influence the diffusion), but the adatom density strongly depends on ɛ e and hence could be efficiently controlled by changing, i.e., discharge voltage or using magnetic field to enhance ionization and electron energy.Another important fact is the apparent saturation of the adatom densities in both (5 × 10 20 m −3 and 20 × 10 20 m −3 ) cases, which means that the further growth is possible in the single-layer mode by extending the growth zone; in this case the measures should be taken to maintain the plasma and graphene flake temperatures at the higher enough level, to avoid the situation shown in Figure 3 (very high adatom density at low temperatures leading the transition to multi-layered growth mode).An extended magnetic field capable to maintain very dense plasma may help in this case.Near-linear dependence of the graphene flake size on time is also an important effect which was not noticed under condition described in Figure 2 and Figure 4.
To better characterize growth of graphenes in plasma, we have calculated the dependencies of the single-layer flake size on electron temperature in plasma, with the plasma density and surface temperature as parameters (Figure 5).From this figure one can see that these dependencies are relatively weak and cannot be used for efficient increase of the flake sizes.On the other hand, the nucleation of new layers cold be controlled by the electron energy (Figure 4), and hence this parameter is important for maintaining the most desirable single-layered  Dependencies of the single-layer flake size on electron temperature in plasma, with the plasma density and surface temperature as parameters.These dependencies are relatively weak and cannot be recommended for increasing the flake sizes, whereas they are important for maintaining the single-layered growth mode.We use here a growth time of 1 ms which is typical to small discharge gap.In other conditions the typical residence time might be larger than 1 ms, up to tens of ms; in this case the size of graphene will be accordingly larger.growth mode.The surface temperature appears to be an important parameter for the growth control, as seen in Figure 5.It can be stressed that the small graphene flakes are usually in a thermodynamic equilibrium with the plasma and process gas, and thus the graphene surface control is reduced to maintaining the proper plasma parameters.
Importantly, graphene flake growth rates do not demonstrate significant saturation with time, except of the situation when the surface temperature drops off abruptly (Figure 2(d) and Figure 2(h)).Thus, the processes ensuring longer growth under the high enough temperatures and ion fluxes could result in much larger graphenes which are required for many applications.

Summary
We have demonstrated that the plasma parameters such as gas temperature, plasma density and electron energy could be efficiently used for maintaining the graphene growth to relatively large (up to 10 μm) sizes in the single layer mode.High growth rates and large flakes could be synthesized in plasma of 5 × 10 20 m −3 to 20 × 10 20 m −3 density, but the graphene surface temperature should be at least 200 to 1300 K to avoid accumulation of the excessive adatoms on graphene surface and hence, avoid the nucleation of new layers which causes transition to the undesired multilayer growth mode.The further works should study in detail the process and kinetics of the layers formation, and to find the optimum conditions for the production of the defect-free graphene flakes.
the adatom density change due to evaporation from the graphene flake surface;

Figure 2 .
Figure 2. Dependencies of carbon adatom density on the surface of growing graphene flake (left subpanel-(a), (c), (e), (g)) and monolayer flake size (right subpanel-(b), (d), (f), (h)) on the growth time with electron temperature, plasma density, temperature and temperature profile as parameters.The growth under the constant temperature condition results in larger graphene flakes and lower density of adatoms on the graphene surface, which ensures the formation of single-layered graphenes.Electron energy could also be used as a control factor to influence the graphene structure.

Figures 2 (
Figures2(a)-(d) represent the calculated dependencies of the carbon adatom density on the surface of growing graphene flake and single-layered flake size on the growth time with electron temperature (0.5 to 1.1 eV), surface temperature and temperature profile as parameters, for the lowest considered plasma density of 10 20 m −3 .Figure2(a) and Figure 2(b) show these dependencies for the constant surface temperature of 1300 K, whereas the graphs shown on Figure 2(c) and Figure 2(d) are the results for the surface temperature changing from 1300K at the initial time moment (nucleation) down to 1000 K.These two cases conditionally represent the two possible particle (growing flake) trajectories in plasma: the first one corresponds to the flake growing in the hot plasma jet, and the second one corresponds to the flakes which quickly abandon the plasma; as a rule, these particles are deposited onto different areas of the collecting surfaces as demonstrated by our experiments[19].Apparently, these two cases illustrated the limiting conditions useful to mark the outermost growth conditions and structures; the most quantity of the graphene is growing in the mean conditions.Comparing the graphs in Figure2(a) and Figure2(c) (time dependence of the adatom density on growing flake) one can see that the density is very low (≈10 −3 of monolayer density) for the case of a constant temperature 1300 K (Figure2(a)), thus making the probability of new layer nucleation very low.In contrast, the density sharply increases for the second case (temperature changing from 1300 to 1000 K during the growth, Figure2(c)) and reaches the relative density 0.3 (i.e., one adatom per three surface atoms) which could be considered as quite favorable for nucleation of new layer and hence, transition from the single-layered to the two-layered flake structure.The adatom density also strongly depends on the plasma electron density (due to the effect on the Bohm velocity), this reveals one more handle to control the process by plasma parameters.The time dependencies of the single-layer flake sizes are presented in Figure2(b) and Figure2(d).The maximum flake diameters reach 2 and 1.25 μm for the first and second cases, respectively.In spite of this apparent similarity, the difference in the processes is quite significant due to the very different adatom densities on the flake surfaces which can result in the formation of a multi-layered flake in the case of decreasing growth temperature (Figure2(b)), but the graphene flake grown at the constant temperature of 1300 K (Figure2(d)) will definitely remain single-layered.The plasma electron density also influences the flake size but not so strongly: the sizes of flakes grown in the plasma with the electron energies at 0.5 and 1.1 eV differ by the factor of 2, whereas the adatom densities on flakes growing under the same conditions differ by the factor of 3; this could be explained by more intense evaporation of adatoms from the graphene surface at higher temperatures.The larger size of the flakes grown at the constant temperature could be attributed to higher diffusion fluxes to the flake edges, which are responsible for the graphene growth according to(5).It also could be noted that the graphene growth rates steady increase with the time when the process is conducted at the constant temperature, whereas the second case (graphene surface temperature decreases to 1000 K) demonstrates an evident saturation.Hence, one can derive that the process at the high constant temperature features at least two significant advantages, namely 1) larger graphene flake size and even more important, 2) very low density of adatom on the surface of growing graphene which results in the formation of single-layered flakes.Similar dependencies are shown in Figures2(e)-(h) for the higher plasma density of 3 × 10 20 m −3 .In this case the graphene flakes reach 6 μm for the constant temperature case and 3.5 μm for the growth temperatures descending to 1000 K.The influence of the plasma electron energy is not so strong at this higher plasma density.The adatom density on graphenes grown at the constant temperatures still remains low (8 × 10 −3 mL), thus demonstrating the possibility to grow large (6 μm) single-layered flakes.It could be also mentioned that the adatom density demonstrate saturation with time, i.e. the flake could grow further in the single-layer mode.Importantly, the conclusion about better growth under the constant temperature conditions was confirmed with numerous experiments with the magnetic-enhanced arc setups, where the permanent magnet was used to focus plasma and elevate the electron temperature.Indeed, higher yield and better quality of the deposit was obtained in the magnetic-enhanced arc discharges.In Figure3we present the dependencies of the carbon adatom density on graphene surface and flake size on the growth time with electron temperature, plasma density and temperature as parameters.These dependencies are similar to those in Figure2, but calculated for lower surface temperature T s = 1000 K.In this case the increase of the plasma density is not efficient.It can indeed ensure larger flake size (1.6 μm for the plasma density of 2 × 10 20 m −3 versus 1.0 μm for 1 × 10 20 m −3 ) but at the expense of very high adatom density on the graphene surface (reaching 1, i.e. complete coverage of the graphene surface with adatom), which unavoidable resulted in the nucleation of new layer.Hence, it is impossible to grow relatively large (up to several μm) graphene flakes at low temperatures.Indeed, low plasma densities could sustain the growth in the single-player mode

Figure 3 .
Figure 3. Dependencies of the carbon adatom density on the surface of growing graphene flake (left subpanel-(a), (c)) and single-layer flake size (right subpanel-(b),(d)) on the growth time with electron temperature, plasma density and temperature as parameters.Under the same conditions and relatively low graphene surface temperature (1000 K), the increase of the plasma density is not efficient and could ensure larger flake size at the expense of very high adatom density on the graphene surface, which unavoidable resulted in the nucleation of new layer.

Figure 4 .
Figure 4. Dependencies of the carbon adatom density on the surface of growing graphene flake (left subpanel-(a), (c)) and single-layer flake size (right subpanel-(b), (d)) on the growth time with electron temperature, plasma density and temperature as parameters.Higher graphene surface temperature (1200 K) and significantly higher plasma densities are quite efficient for the fabrication of large flakes at the relatively low adatom density on the graphene surface.Despite a very high plasma density, relatively low adatom densities are maintained and the formation of new graphene layers is impossible.

Figure 5 .
Figure 5. Dependencies of the single-layer flake size on electron temperature in plasma, with the plasma density and surface temperature as parameters.These dependencies are relatively weak and cannot be recommended for increasing the flake sizes, whereas they are important for maintaining the single-layered growth mode.We use here a growth time of 1 ms which is typical to small discharge gap.In other conditions the typical residence time might be larger than 1 ms, up to tens of ms; in this case the size of graphene will be accordingly larger.