Winarto
ab,
Daisuke
Takaiwa
a,
Eiji
Yamamoto
c and
Kenji
Yasuoka
*a
aDepartment of Mechanical Engineering, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan. E-mail: yasuoka@mech.keio.ac.jp; Fax: +81-45-566-1495; Tel: +81-45-566-1523
bDepartment of Mechanical Engineering, Faculty of Engineering, Brawijaya University, Jl. MT Haryono 167, Malang 65145, Indonesia
cGraduate School of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
First published on 15th November 2016
Bioethanol has been used as an alternative energy source for transportation vehicles to reduce the use of fossil fuels. The separation of water–ethanol solutions from fermentation processes is still an important issue in the production of anhydrous ethanol. Using molecular dynamics simulations, we investigate the effect of axial electric fields on the separation of water–ethanol solutions with carbon nanotubes (CNTs). In the absence of an electric field, CNT–ethanol van der Waals interactions allow ethanol to fill the CNTs in preference to water, i.e., a separation effect for ethanol. However, as the CNT diameter increases, this ethanol separation effect significantly decreases owing to a decrease in the strength of the van der Waals interactions. In contrast, under an electric field, the energy of the electrostatic interactions within the water molecule structure induces water molecules to fill the CNTs in preference to ethanol, i.e., a separation effect for water. More importantly, the electrostatic interactions are dependent on the water molecule structure in the CNT instead of the CNT diameter. As a result, the separation effect observed under an electric field does not diminish over a wide CNT diameter range. Moreover, CNTs and electric fields can be used to separate methanol–ethanol solutions too. Under an electric field, methanol preferentially fills CNTs over ethanol in a wide CNT diameter range.
The fact that carbon nanotubes (CNTs) can transport fluid20–22 has inspired their potential application as membranes.23 CNT membranes have been proposed for the separation of various substances, such as gas separation,24,25 desalination,26–28 gas–water separation,29 water–methanol separation31–34 and the separation of organic molecules from water.30 Moreover, the study of CNT-based water–ethanol separation has attracted considerable attention.33–36 Because the van der Waals interaction between CNTs and ethanol is stronger than that between CNTs and water, ethanol molecules preferentially fill CNTs over water molecules.33–36 However, the preference of ethanol to occupy CNTs decreases significantly as the diameter of the CNTs increases.36
A difference in ion concentration across a biological membrane can induce a strong electric field, which can measure from 0.06 to 0.3 V nm−1.37,38 The existence of such electric fields in biological membranes has led to an increased number of studies on water confined in nanoscale spaces under electric fields in recent years.39–49 Beyond its importance in biological science, the effect of electric fields at the nanoscale is promising for nanotechnology-based applications, such as nano pumping50–54 and water purification.55 Under electric fields, water in CNTs assembles into a rich variety of structures.43,45,46,56 Recently, we demonstrated that water structures induced by electric fields show potential for the separation of water–methanol solutions.34
In this work, we demonstrate the water and ethanol separation effect of CNTs under electric fields for water–ethanol solutions using molecular dynamics (MD) simulations. Without the presence of an electric field, the van der Waals interactions between CNTs and ethanol causes ethanol to preferentially occupy CNTs over water, resulting in a separation effect. However, as the CNT diameter increases, the selectivity for ethanol significantly decreases owing to a decrease in the strength of the van der Waals interaction. In contrast, under an electric field, water preferentially fills the CNTs over ethanol, i.e., selectivity for water. The electrostatic interactions within the structure of the water molecules is an important factor in the separation effect under an electric field. Interestingly, the electrostatic interaction depends on the structure of the water molecules in the CNTs instead of the CNT diameter. As a result, under an electric field the strength of the separation effect does not significantly decrease with increasing CNT diameter. Furthermore, the separation of methanol–ethanol solutions is also possible. Under an electric field, methanol preferentially flows into CNTs over ethanol for a wide range of CNT diameters.
The SPC57 model was used for the water molecules and the OPLS united-atom58,59 model was used for the ethanol molecules. It has previously been shown that the OPLS-UA model can well reproduce the properties of ethanol,60 and it has been widely used for molecular dynamics studies.19,35,61 In this model, each ethanol molecule is represented by four interaction sites, i.e., hydrogen atom (H), oxygen atom (O), methylene group (CH2), and methyl group (CH3). The Lennard-Jones (LJ) parameters and charges for each site are shown in Table 1. The LJ parameters used to obtain the interactions of different sites were calculated with the combination rule and
. An electric field of up to 2 V nm−1 was applied in the direction of the positive z-axis. It was assumed that the applied electric field does not influence the electron population of carbon atoms in the CNTs. The electric field was assumed uniform in the CNTs. It is noted here that the threshold at which an electric field induces the dissociation of water molecules is 3.5 V nm−1.62
Site | σ [nm] | ε [kJ mol−1] | q [e] |
---|---|---|---|
Water, SPC model | |||
O | 0.3166 | 0.6500 | −0.820 |
H | 0 | 0 | 0.410 |
Ethanol, OPLS-UA model | |||
CH3 | 0.3775 | 0.8661 | 0 |
CH2 | 0.3905 | 0.4937 | 0.265 |
O | 0.3070 | 0.7113 | −0.700 |
H | 0 | 0 | 0.435 |
Carbon nanotubes | |||
C | 0.3400 | 0.3612 | 0 |
The simulations were performed using GROMACS 4.5.5 software.63 The van der Waals interactions were cut off at 1.5 nm, and the electrostatic interactions were treated using the particle mesh Ewald (PME) method64 with the real space cut off also set to 1.5 nm. The length of the chemical bonds of the water and ethanol molecules and the angles between them were kept constant with the SHAKE algorithm.65 Torsional motion about the C–O bond was the only intramolecular dynamics considered in the simulation. The CNTs and graphene were made rigid by keeping the length and angle of the chemical bonds constant. The simulation was performed with NLxLyPzT, and the temperature (T) was kept at 300 K with the Nosé–Hoover coupling scheme.66,67 The pressure in the axial direction (z-axis) was maintained at 0.1 MPa using the Parrinello–Rahman technique.68 The time step was set to 2 fs and the simulations were performed for production runs of around 10 ns.
In contrast, in the presence of an electric field, χwater in the CNTs is higher than that in the reservoirs. At 1 and 2 V nm−1, χwater = 1.0 in all of the CNTs, i.e., only water occupies the CNTs (Fig. 1A). At 0.5 V nm−1, χwater = 1.0 in all of the CNTs, except for the (6,6) CNT. Even when χwater in the reservoirs is very low, χwater in the (6,6) to (15,15) CNTs is 1.0 at 2 V nm−1. This decreases to 0.82, 0.95, and 0.77 in the (20,20), (25,25), and (30,30) CNTs, respectively (Fig. 1B). Under an electric field, water molecules preferentially fill CNTs over ethanol molecules, resulting in a separation effect for water. Interestingly, this separation effect under an electric field is stronger than that without the presence of an electric field and does not significantly decrease as the CNT diameter increases.
The dependency of the mole fractions of water and ethanol in the CNTs on the strength of the electric field is shown in Fig. 2. χwater in the CNTs increases with the strength of the electric field E. It is obvious that the effect of E ≤ 0.5 V nm−1 on the separation effect with the (6,6) CNT is weaker than that with larger CNTs. As explained in the following paragraph, the structure of water molecules in the CNTs plays an important role in the separation effect under an electric field. Water molecules in the (6,6) CNT have a single file structure.20,69,70 This changes to a zig-zag structure under E ≥ 0.5 V nm−1,34i.e., a more stable structure.
Fig. 3 shows snapshots of the molecular structures in an (8,8) CNT for χwater = 0.19 in the reservoirs. At 0 V nm−1, only ethanol molecules appear in the snapshot. Very few water molecules appear in the (8,8) CNT under these conditions (Fig. 1). At 0.25 V nm−1, the number of water molecules in the CNT increases as seen in the snapshot. At E ≥ 0.5 V nm−1, only water molecules fill the CNT, and they form ordered (helical) structures. These ice-nanotube structures are induced by the electric field.43,45,46,56 The formation of this ordered structure makes water more stable than ethanol in the CNT. As a result, the CNT prefers to adsorb water instead of ethanol. Under the electric field, the water structure in the CNT becomes more stable owing to electrostatic interaction within the structure, as shown in the next section. We also performed simulations with a TIP4P water model, (8,8) CNT and χwater = 0.19 in the reservoirs to clarify the dependency of the separation effect on the water model. At E ≥ 0.5 V nm−1, only water molecules occupy the CNT (see Table S1 in ESI†). Moreover, the water molecules form helical structures in the CNT as well (Fig. S1, ESI†). This result suggests that the separation effect with an electric field shows little dependence on the water model.
The effect of an electric field on the separation of water–ethanol solutions as presented in Fig. 1 to 3 is similar to that for water–methanol solutions.34 With an electric field, χwater is obviously higher in the (25,25) CNT than in (20,20) and (30,30) CNTs (Fig. 1). The same trend is also observed for the separation of water–methanol solutions.34 This suggests that the water structure in the (25,25) CNT is more stable than that in the (20,20) CNT. Moreover, it implies that the separation effect with the electric field is more dependent on this molecular structure than on the CNT diameter. We analyzed hydrogen bond (HB) auto correlation functions of the water structures in (20,20), (25,25) and (30,30) CNTs to clarify the HB dynamics in the structures (see Fig. S2 and S3 in ESI†). As shown in Fig. S3 (ESI†), the lifetime of the HBs in the water structure in the (25,25) CNT is longer than that in the (20,20) and (30,30) CNTs. This indicates that the water structure in the (25,25) CNT is stronger than that in the (20,20) and (30,30) CNTs.
To clarify the separation mechanism, we investigated the effect of electric fields on ethanol by filling the reservoirs with only ethanol molecules. The average number of ethanol molecules occupying the (8,8) and (10,10) CNTs are shown in Table 2. The occupancy of ethanol in the CNTs tends to increase with electric field strength. The electric field does not decrease the number of ethanol molecules in the CNTs. As with water molecules,34,56 the electric field facilitates the filling of the CNTs with ethanol molecules. The mechanism of this separation effect can be explained by comparing the structure and potential energy of ethanol with those of water as follows.
E [V nm−1] | (8,8) CNT | (10,10) CNT |
---|---|---|
0 | 12.0 ± 0.6 | 22.4 ± 1.0 |
1 | 12.8 ± 0.5 | 23.9 ± 0.8 |
2 | 12.8 ± 0.6 | 23.6 ± 0.8 |
Distribution of the dihedral angle associated with the torsional motion of the O–C bond is shown in Fig. 5. The central peak at α = 180° and the two mirror-image peaks at α = 72° and 288° (black curve) arise from ethanol in the reservoirs. The central peak corresponds to the trans conformer, while the other two peaks correspond to the gauche conformer. The fraction of each conformer was obtained by integrating the distribution curves from 0° to 120° and from 240° to 360° for the gauche conformer, and from 120° to 240° for the trans conformer. At 0 V nm−1, the population of trans conformer in the reservoirs is 50%. This is in very good agreement with that of bulk ethanol at 298 K.59,60 The population of trans conformer in the reservoirs increases slightly to 51% and 52% at 1 and 2 V nm−1, respectively.
In the (8,8) CNT, ethanol tends to form the gauche conformer, which is different from the dihedral angle distribution in the reservoirs. The proportion of gauche conformer is 82%, 85%, and 81% at 0, 1, and 2 V nm−1, respectively. The snapshot in Fig. 5 (top) shows an orthographic projection of the ethanol molecule structure in the (8,8) CNT at 2 V nm−1. The ethanol molecules form a semicircular structure with their hydrogen bond between the hydrogen (green) and the oxygen (yellow) atoms at the middle. The ethanol molecules form the gauche conformer to follow the contour of the CNT wall. The ethanol molecules in the (8,8) CNT have similar structures at 0 and 1 V nm−1. The ethanol molecule structures in the CNTs are shown in more detail in Fig. 6 (discussed in the next section). In the larger diameter (10,10) CNT at 0 V nm−1, the distribution of the dihedral angle becomes similar to that in the reservoirs, i.e., 49% trans conformer. As shown by the snapshot in Fig. 5 (bottom), at 0 V nm−1 the ethanol structure is disordered. At 1 or 2 V nm−1, ethanol forms two structures in the (10,10) CNT, each of which is similar to that in the (8,8) CNT. However, the ethanol molecules tend to form the trans conformer instead of the gauche conformer seen in the (8,8) CNT. At 1 and 2 V nm−1, the proportion of trans conformer in the (10,10) CNT is 67%. Thus, the CNT diameter could be an important factor affecting the dihedral angle.
The structures of ethanol molecules in the CNTs are shown in perspective projection and two-dimensions (2D) in Fig. 6A and B, respectively. The radial positions of oxygen atoms in the CNTs were averaged to determine the radius of each tube. Then, all atoms of the ethanol molecules were radially projected on the tube wall. Finally, the tube wall was opened to obtain the 2D structures. In the (8,8) CNT at 2 V nm−1, ethanol forms a single line structure as shown in Fig. 6A (left) and B (left). In the (10,10) CNT at 2 V nm−1, ethanol forms two parallel structures as shown in Fig. 6A (right) and B (right).
We employed geometrical criteria to analyze the hydrogen bonds (HBs). A pair of ethanol molecules were considered to have HBs if they fulfilled the following three conditions: ROO < 0.35 nm, ROH < 0.26 nm, and angle of HO⋯O < 30°.60ROO and ROH denote oxygen–oxygen and oxygen–hydrogen distances, respectively. The average numbers of HBs per molecule in the (8,8) CNT are 1.90, 1.85, and 1.79 at 0, 1, and 2 V nm−1, respectively. The average numbers of HBs per molecule in the (10,10) CNT are 1.85, 1.91, and 1.87 at 0, 1, and 2 V nm−1, respectively. The electric field does not significantly increase the number of HBs. However, HBs under an electric field are stronger than those without an electric field. As shown in the next section, the Coulomb potential energy per molecule in the presence of an electric field is lower than that without an electric field. This indicates that the electric field strengthens the electrostatic interaction within the ethanol molecule structure.
Ethanol forms a HB network only with oxygen and hydrogen atoms, and methyl and methylene groups cannot contribute to the HB network. As seen in the (10,10) CNT in Fig. 6B (right), methyl groups from each structure are close to each other. This causes the formation of two parallel structures that have no outward-facing HBs. Bulk ethanol shows a similar linear chain HB structure.60 Water molecules can form a HB bond network with their all atoms. Therefore, the number of HBs per water molecule is higher than that for ethanol, i.e., 2.84, 2.93, and 2.77 in the (8,8) CNT at 0, 1, and 2 V nm−1, respectively.34 This makes the electrostatic interaction within the water structure stronger than that within the ethanol structure. In other words, water structures in CNTs under an electric field are more stable than those of ethanol.
E [V nm−1] | Energy (U) | In Res. [kJ mol−1] | In CNT [kJ mol−1] | ΔU [kJ mol−1] | ΔU10,10 [kJ mol−1] |
---|---|---|---|---|---|
0 | LJ | −22.79 | −43.03 | −20.24 | −16.69 |
Coulomb | −58.89 | −60.80 | −1.91 | 2.18 | |
Total: | −22.15 | −14.51 | |||
2 | LJ | −24.25 | −43.59 | −19.34 | −15.48 |
Coulomb | −61.68 | −73.21 | −11.53 | −12.10 | |
Dipole | −7.07 | −8.29 | −1.22 | −1.24 | |
Total: | −32.09 | −28.82 |
The ΔULJ for water in the (8,8) CNT at 0 V nm−1 is −10.37 kJ mol−1,34 which is higher than that for ethanol. This means that the CNT–ethanol interaction is stronger than the CNT–water interaction. Moreover, this implies that the CNT–ethanol van der Waals interaction facilitates the filling of the CNT with ethanol in preference to water (Fig. 1). At 2 V nm−1, ΔULJ for water becomes positive, 6.29 kJ mol−1. This indicates a repulsive CNT–water interaction. Thus, in the presence of the electric field, the CNT–water van der Waals interaction does not contribute to the preferential filling of CNTs by water (Fig. 1). This repulsive interaction supports the previous result that an ice-nanotube structure induced by an electric field can flow through a CNT.56
The ΔULJ for the (10,10) CNT is shown in the 6th column of Table 3, i.e., −16.69 and −15.48 kJ mol−1 at 0 and 2 V nm−1, respectively. This higher ΔULJ in the (10,10) CNT, compared to that in the (8,8) CNT, implies that the strength of the attractive CNT–ethanol interaction decreases with increasing CNT diameter. Fig. 7 confirms this result; the distribution of ULJ for the (10,10) CNT is shifted to a higher energy compared with that for the (8,8) CNT.
The ΔUcoulomb for water at 0 and 2 V nm−1 are 12.13 and −31.55 kJ mol−1, respectively.34 Without an electric field, the Coulomb potential energy does not act as a driving energy for water to fill the CNT. Conversely, with an electric field, the Coulomb potential energy is the main factor facilitating water to fill the CNT. At 2 V nm−1 in the larger (10,10) CNT, ΔUcoulomb decreases to −35.1 kJ mol−1. This supports the notion that the electrostatic interaction between molecules in CNTs under electric fields does not decrease with increasing CNT diameter. The Coulomb potential energy per molecule for water in the (8,8) CNT at 2 V nm−1 is −129.01 kJ mol−1, which is much lower than that for ethanol. This clarifies that the electrostatic interaction in the water structure is stronger than that in the ethanol structure.
Udipole = −μ·E | (1) |
![]() | ||
Fig. 9 Distribution of the dipole potential energy for ethanol molecules in reservoirs and in CNTs at 2 V nm−1. |
The ΔUtotal per molecule decreases under an electric field, from −22.15 to −32.09 kJ mol−1 in the (8,8) CNT and from −14.51 to −28.82 kJ mol−1 in the (10,10) CNT at 0 and 2 V nm−1, respectively. A decrease in ΔUtotal denotes that the electric field causes ethanol molecules to preferentially fill the CNTs. This agrees with the occupancy data, which indicates that the presence of an electric field increases the number of ethanol molecules in CNTs (Table 2).
E [V nm−1] | Molecule | ΔUtotal [kJ mol−1]a | Occupancy in CNTb | ΔUsystem [kJ mol−1] |
---|---|---|---|---|
a Those for water and methanol were taken from ref. 34. b That for water was taken from ref. 56 and methanol from ref. 34. | ||||
0 | Water | 1.76 | 35.9 | 63.18 |
Methanol | −10.72 | 16.7 | −179.02 | |
Ethanol | −22.15 | 12.0 | −265.80 | |
0.5 | Water | −11.60 | 40.6 | −470.96 |
Methanol | −24.71 | 19.6 | −484.32 | |
Ethanol | −30.37 | 12.6 | −382.66 | |
1 | Water | −20.68 | 47.7 | −986.44 |
Methanol | −29.58 | 19.7 | −582.73 | |
Ethanol | −32.92 | 12.8 | −421.38 | |
2 | Water | −30.32 | 49.6 | −1503.87 |
Methanol | −32.14 | 19.3 | −620.30 | |
Ethanol | −32.09 | 12.8 | −410.75 |
The ΔUsystem of water tends to be lower than that of ethanol and methanol in the presence of an electric field. At 1 V nm−1 and 2 V nm−1, the ΔUsystem of water is much lower than that of both ethanol and methanol (Table 4). This causes water to strongly preferentially fill CNTs over both ethanol (Fig. 1) and methanol.34 Under an electric field, the Coulomb potential energy or the electrostatic interaction within the water molecule structure is the main factor that determines its ΔUsystem. The electrostatic interaction does not become weaker with increasing the CNT diameter. As a result, the separation effect under an electric field does not decrease over a wide range of CNT diameters.
Actually, at 0.5, 1, and 2 V nm−1, the ΔUtotal per molecule for ethanol is lower than that for water owing to the contribution of ΔULJ and ΔUcoulomb. However, because the occupancy of water molecules in the CNT is much higher than that of ethanol molecules, the ΔUsystem for water is much lower. More water molecules can occupy a CNT than ethanol molecules because water molecules are smaller than ethanol molecules. Another reason is that water molecules can form a hydrogen bond network with all of their atoms. This makes the structure of water molecules in the CNT more compact and so it can contain more molecules. This result suggests that water can be effectively separated from other longer alcohol molecules such as propanol and butanol using an electric field and CNTs.
Fig. 11 shows the separation effect for a methanol–ethanol solution with and without the presence of an electric field. At 0 V nm−1, χethanol in the CNTs is larger than that in the reservoirs. Without an electric field, ethanol molecules preferentially fill the CNTs over methanol, resulting in a separation effect for ethanol. This result confirms the results shown in Fig. 10 in which the ΔUsystem for ethanol is lower than that for methanol. At 0 V nm−1, the ethanol–CNT van der Waals interaction is the main factor determining the separation effect. However, the strength of this interaction significantly decreases with increasing CNT diameter. As a result, the separation effect decreases with increasing CNT diameter (Fig. 11).
In contrast, under 0.5, 1, and 2 V nm−1 electric fields, χmethanol in the CNTs is larger than that in the reservoirs (Fig. 11). This indicates that methanol preferentially flows into the CNTs over ethanol, producing a separation effect for methanol. This confirms the results also shown in Fig. 10 where the ΔUsystem of methanol is lower than that of ethanol. The electrostatic interaction within the methanol molecule structure determines the separation effect under an electric field. The interaction depends on the molecule structure instead of the CNT diameter. As a result, the separation effect under an electric field is strong over a wide range of CNT diameters.
Under an electric field, the ΔUtotal per molecule for ethanol and methanol is not significantly different (Table 4). However, the difference in occupancy, which arises from the difference in molecular size, means that the ΔUsystem of methanol is significantly lower than that of ethanol. This suggests that CNTs and electric fields can be used to separate one type of alcohol from another based their molecular size.
CNTs under electric fields are also able to separate methanol–ethanol solutions. In the presence of an electric field, methanol preferentially occupies CNTs over ethanol, resulting in a separation effect. The electrostatic interaction between methanol molecules in the CNTs is an important factor in the separation effect under an electric field. The interaction depends on the molecule structures in the CNT instead of CNT diameter, hence the separation of a methanol–ethanol solution under an electric field does not significantly decrease with CNT diameter.
Footnote |
† Electronic supplementary information (ESI) available: Separation effect with the TIP4P water model and water structures in (20,20), (25,25) and (30,30) CNTs. See DOI: 10.1039/c6cp06731j |
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