1 Introduction
Owing to the importance of water to human life, this substance has attracted considerable attention from scientists in various fields, including physics, chemistry, biology, nanotechnology, and environmental science. Currently, the study of water flow across nanochannels is an important topic. Its significance is at least two-fold, as this behavior has implications for seawater desalination or water purification by using filtering methods [
1–
5] and it is also of importance as regards the understanding and control of water flow across water nanochannels in biological membranes [
1,
6–
10]. In both of these cases, achievement of a fast unidirectional flow of single-file water molecules across nanochannels has posed a significant challenge to date. For this purpose, nanochannels such as carbon nanotubes are often used for water transportation because of their (almost) frictionless interfaces [
1,
8,
9,
11–
16]. Accordingly, researchers have developed and studied many new techniques for transporting water through nanochannels, e.g., diffusion osmosis, pressure differences, thermal gradients, channel deformation, and radial breathing mode vibrations [
17–
21]. In particular, electrical methods have been widely used to generate unidirectional water flow. For instance, researchers have designed various types of electric fields using linear gradient fields, rotating fields, or electrostatic charges [
9,
10,
22–
28].
Because of these efforts, the maximum (linear) transport speed of water molecules in nanochannels has increased significantly (e.g., refs. [
1,
7,
14,
21,
22,
25,
27,
29]), which encourages exploration of new approaches to this topic. Moreover, it is well known that the function of charge groups in biological membrane proteins is vital to water permeation through aquaporins [
30–
34] (
biological implication). For instance, asparagine-proline-alanine regions in both aquaporin-1 and glycerol uptake facilitator proteins and mediate the action of a selective water filter [
33,
34]. On the other hand, environmental oscillations arising from thermal motion occur when water molecules are transported through nanochannels [
21] (
physical implication).
In this work, we investigate a model system (see Fig. 1) that is inspired by these biological and physical implications. Hence, we determine that single-file water molecules experience rapid transport, behaving like the wheels of a high-speed train moving along a railway. Therefore, we label this type of transport a water nanotrain. Our investigation is based on a phenomenological Debye double-relaxation theory together with independent molecular dynamics simulations.
2 Debye double-relaxation theory
Let us begin by considering an isolated water molecule at room temperature. It is known that the spontaneous polarizability of the water molecule can be characterized by a permanent dipole moment
. Then, an external electric field
with angular frequency
ω can be added to the water molecule. In this case, if
,
p, which denotes the average
-direction projection of
, is sufficiently small, because of the irregular thermal motion of the molecule. Hence, for
, we obtain
. Certainly, owing to the competition between thermal motion (which tends to cause irregular molecular motion) and
(which tends to direct the molecule in the
direction), an increasing
causes
p to increase up to
. Thus,
p depends on the strength of
, which allows us to regard
p as an
effectively induced dipole moment. Next, we model the water molecule as a spherical nanoparticle with radius
a, and assume that its
p can be expressed in the same manner as the induced dipole moment of a spherical dielectric particle [
35–
39], such that
where is the vacuum permittivity and . denotes the ω-dependent dipole factor (also called the Clausius–Mossottii factor, which characterizes the dielectric contrast between the molecule and vacuum), where
In Eq. (2), the complex permittivity
, which describes the effective dielectric response of the water molecule to
, may be formulated in terms of the Debye double-relaxation model [
40–
43]
where
and
is the permittivity at the high-frequency limit. The last two terms on the right-hand side of Eq. (3) describe the two relaxation processes, each arising from one type of atom (namely, O or H) in the molecule. In Eq. (3),
and
denote the amplitudes of the two relaxation processes with two corresponding relaxation times,
and
, respectively [
44]. For clarity, we set
(or
) to represent the relaxation time of the O (or H) atom, thus yielding
. Clearly, the substitution of
into Eq. (1) yields
, which echoes the preceding requirement. In addition, as the strength of the permanent dipole moment of a water molecule has a known value of
D, this value can be used to estimate the maximum strength of
. This validates Eq. (1).
As mentioned in the preceding section, the primary aim of this work is to achieve a fast unidirectional water-molecule flow through a nanochannel. For this purpose, we attempt to apply a translational electric field generated by two symmetric nanoelectrode arrays, as shown in Fig. 1(a). The fixed nanoelectrodes align on both sides of the nanochannel, and their charges vary according to a periodic arrangement comprising four time intervals (i.e.,
). The + and - symbols denote positive and negative electric charges, respectively. The field shown in the figure is defined as being in the positive direction, because each pair of adjacent charges with the same sign (positive or negative) on either side skips in the positive
z direction. Note that we utilize a nanoelectrode design that is in accordance with the microelectrode arrangement used in experiments on traveling electric fields. These arrangements are used to transfer dielectric particles (e.g., yeast cells) [
45–
48]. To proceed, we set the water molecule density to a low value so that the interactions between the molecules can be neglected.
According to the charge arrangement depicted in Fig. 1(a), the generated at the nanochannel central axis () can be expressed as the summation of three components (Ex, Ey, and Ez along the x-, y-, and z-axes, respectively), with
Here,
because of the symmetry of the structure along the
x-axis. Further,
Ey and
Ez are expressed in the following forms in terms of time
t [
45]
where is the strength determined by all the electric charges on the nanoelectrodes, and is the y-derivative of . In Eqs. (5)–(6), ω specifically denotes the angular frequency of the charge shifting and λ denotes the wavelength, as indicated in Fig. 1(a).
We are now in a position to derive the force and torque acting upon each water molecule due to , in order to obtain expressions for both the linear speed vz and the angular speed of the water molecules. For simplification, we assume that each water molecule moves along the central axis of the nanochannel. In particular, some narrow nanochannels, such as a (10, 0) carbon nanotube (the radius of which is 0.386 nm), provide a quasi-one-dimensional (1D) inner space for molecular transport. In such confinement, the net effect of the water transport can be neglected, except in the axial direction.
As the electric force acting on an electric dipole is known to be , the z-directed force component Fz for the water molecule is given by
where Im[] () denotes the imaginary part of . Clearly, the presence of Fz helps to increase the z-directed vz of the water molecule.
When linear transportation of the water molecule along the
-axis within the nanochannel begins, under the influence of
, the interfacial friction between the water and the carbon nanotube induces a drag force
that acts on the water in the
direction. This tends to decrease the linear speed of the molecule. Because of the linear relationship between
and
[
49], we make a phenomenological assumption that these terms are proportional to each other. Then, we express this assumption in Stokes’ form:
, where
is a coefficient analogous to the effective linear viscosity. When the system reaches equilibrium, i.e.,
,
reaches a constant value. This is defined as
Clearly, vz is proportional to the imaginary part of .
On the other hand, it is easy to determine that the phase of p [Eq. (1)] lags behind that of the electric field [Eq. (4)], thus yielding a non-zero angle between p and . This angle induces a on the water molecule, , which causes the molecule to rotate. Here, both and are roughly zero at the central axis (), and
Hence, we consider the -induced rotations on the -plane only, i.e., the rotation of the φ depicted in Fig. 1(b). Here, φ denotes the angle between the z-axis and , which is the projection of the of the water molecule on the -plane. Similar to the above analysis of , we assume that the magnitude of the drag torque acting on the water molecule is proportional to , with , also in Stokes’ form. Here, is a coefficient analogous to the effective rotational viscosity. Like , also arises from the interfacial friction between the water and the nanotube. In balance between and is achieved, also reaches a constant (similar to the constant vz discussed above), such that
Further, similar to vz [Eq. (8)], [Eq. (10)] is proportional to .
In Fig. 2, is plotted for various , , , and , considering Eq. (8). Hence, it is apparent from this figure that vz always exhibits two peaks regardless of the values of the latter four terms. From Eq. (3), we conclude that the two peaks originate from the two relaxation processes of the H and O atoms in the water molecule, respectively. Figure 2 also implies that a typical ω exists at which vz reaches a maximum, namely, . Thus, the parameters that determine the behavior of the two relaxation processes (namely, , , , and ) have evident effects on the position and magnitude of . In particular, has a more prominent influence on the position of relative to the ω axis than . Likewise, influences the magnitude of more strongly than . These results also hold for as, similar to vz, is proportional to in accordance with Eq. (10). That is, the typical ω yielding also causes simultaneous maximum (). This means that, when the molecule is transported along the z-axis at , it also rotates within the -plane at a speed of . Clearly, in this situation, all the single-file molecules behave like the wheels of a high-speed train rolling along a railway and, thus, we can refer to this type of transport as a water nanotrain. In fact, according to Fig. 2, this water nanotrain behavior holds over the entire frequency range.
At this stage of the discussion, the reader may question the accuracy of the water nanotrain concept, as we have made certain assumptions in order to develop this phenomenological theory. Therefore, so as to strengthen the validity of our theoretical findings, we next employ independent molecular dynamics simulations that are free from these assumptions.
3 Molecular dynamics simulations: Comparison with theory
The molecular dynamics simulations described here are performed using the Gromacs 3.3.1 [
50] simulation system, which produces results such as those shown in Fig. 1(a). The nanochannel, which is a
directed
single-walled carbon nanotube, has
-nm radius and
-nm length. All the carbon atoms are immobilized. To echo the above theoretical setting, we apply a low-density condition to the water molecules such that the initial state corresponds to scattered water molecules within the nanotube. In fact, the low-density condition eliminates interaction between the water dipoles, which would affect the responses of certain water molecules to the external fields. Thus, the directions of the water dipoles can be better mediated by the electric fields under the low-density condition. The water model used here is known as the transferable intermolecular potential three-point model [
51]. Further, all atoms considered in this study obey the Lennard-Jones interaction, the parameters of which are taken from Ref. [
8]. Each ion is positioned at
nm [see Fig. 1(a)] and
nm [as denoted in Fig. 1(a)]. We also set each ion to carry an electric charge of
or
in our simulations. The simulation box has dimensions of
nm
3, which is established using a periodic boundary condition in all three dimensions. We perform the simulations in a canonical ensemble at 300 K with a 2-fs time step.
Figure 3 displays the simulation (dots) and theory (lines) results. Note that we calculate
from
, where
is the time-dependent angle between the
z-axis and
. For the theory results (lines), we adopt
, which is an approximate value to experimentally measured results [
37]. Finally,
ps and
ps. Note that
is close to the experimental values yielded by terahertz (THz) spectroscopy studies [
41,
42], and that the
we employ has the same order of magnitude as the water relaxation result yielded by the simulations [
25]. The details of the comparison between simulation and theory are given below.
In Fig. 3(a), the simulated
vz displays two peaks at 0.625 and 12.5 THz, which are in accordance with the theoretical predictions. However, in Fig. 3(b), the simulated
exhibits only one evident peak (located at an
ω value close to 12.5 THz). The disappearance of the 0.625-THz peak in the simulation results for
implies that the water-molecule rotation is significantly affected by Brownian motion. From a practical perspective, Brownian motion (which was not considered in the above phenomenological theory) affects
more significantly for an
ω value of 0.625 THz than 12.5 THz. The source of this behavior may be related to the frequency of the water-molecule spontaneous oscillation [
52,
53]. However, further investigation of this topic is required. In this sense, for a field with 12.5-THz frequency, changes to the field-directed orientation of a water molecule occur so rapidly that the thermal motion cannot follow. Hence, the effect of the thermal motion degrades at 12.5 THz (
THz). This can explain why a peak located in the vicinity of 12.5 THz can be obtained through our simulations [see Fig. 3(b)], in agreement with the peak obtained at the same position in the theoretical results. Additionally, as regards
vz, the random forces of the thermal fluctuation are symmetrical in the
z direction and the effect of the random force is cancelled. As a result, the thermal motion has negligible effects on the
vz obtained from the simulations in Fig. 3(a), thus yielding two peaks similar to those predicted by theory.
In general, Fig. 3 exhibits agreement between the theory and simulations, with this agreement being obtained by correction for the presence of the thermal fluctuation. However, the theory and simulations do not always agree in terms of . In other words, the water nanotrain concept proposed based on the above phenomenological theory can be disturbed by such random forces. Therefore, we analyze our simulation data carefully in order to identify the specific frequency region in which the water nanotrain concept is viable.
Water nanotrain motion is found to occur at
ω values of
–
THz (i.e., the shaded region in Fig. 3). In this frequency region, the water molecules exhibit a combination of linear propagation and unidirectional rotation, rather than the random flip-flop reorientation typically exhibited by water in carbon nanotubes [
54,
55]. As an example, please see the “movie-1.avi” movie file in the supplementary material, which shows an example of the water nanotrain motion in the 12.5 THz field. In this case, when the linear transport of the water reaches a maximum
(see Fig. 3), the water molecules also undergo the most regular rotation. In particular, we find that
reaches a value of
m/s in this case, which is higher than all the values reported in the literature (e.g., Refs. [
1,
7,
14,
21,
22,
25,
27,
29]). Furthermore, when the water molecules undergo the train-wheel-like motion within certain translational electric fields, both
vz and
are almost constant. The linear propagation and rotation of the water molecules are almost uniform. This coincides with our phenomenological assumptions in the theoretical analysis, i.e., that
in the
z direction is closely related to
vz and
. In fact, the relation between the interfacial friction and water velocity is more complex when the water velocity is relatively high [
56].
In addition, we analyze
ω values lower than
THz, finding that the relevant motion is quite different to the train-wheel-like motion discussed above. As an example, please see the “movie-2.avi” movie file in the supplementary material, which was recorded at 0.568 THz. Such
ω values correspond to a phase-propagation motion, because of the restriction of the phase velocities of the translational
z-directed
[
25]. In addition, we also investigate those
ω larger than
THz, and observe that the corresponding motion is also distinct from the train-wheel-like motion. For instance, see the “movie-3.avi” movie file in the supplementary material, which was recorded at 62.5 THz. At such
ω, no (average linear) transportation occurs, because the frequencies are too large for the water molecules to follow the translation of the
z-directed electric field.
Figure 4(a) shows the simulation results for a series of higher-density systems that were obtained by adding more water molecules to our systems. This figure indicates that a higher water-molecule density corresponds to smaller
vz. A higher density leads to smaller gaps between the water molecules, so that the resultant stronger water electrostatic interactions (i.e., hydrogen bonds and Coulomb potentials) also act on the water dipole orientations [
52]. As the coupling between the water and the field is disturbed, the influence of the transport on the water declines. Figure 4(b) shows the simulation results for a series of systems in which the nanoelectrodes have a different number of elementary charges at 2.5 THz. Therefore, this simulation examines the effect of electric fields of various magnitudes on the transport. It is apparent that
vz increases with increased
magnitude, as expected from Eq. (8).
4 Conclusion and discussion
By developing the phenomenological Debye double-relaxation theory and performing independent molecular dynamics simulations, we have revealed an unprecedentedly fast unidirectional flow of single-file water molecules within a nanochannel in a model system. This approach was inspired by both biological (the function of charge groups in biological membrane proteins is vital to water permeation through aquaporins) and physical implications (environmental oscillations arising from thermalmotion occur when water molecules are transported through nanochannels). Interestingly, we have found that the water molecules exhibit a train-wheel-like motion, i.e., a combination of both translational and rotational motion; we have labeled this behavior a water nanotrain. The underlying mechanism originates from the resonant relaxation dynamics of the H and O atoms.
The flow speed obtained in this work can be further increased by applying stronger fields in an appropriate manner. Also, the water-train water molecules (the angular speed of which can be controlled) may be potential substitutes for fullerene wheels in smaller nanocar designs [
57]. A future experimental demonstration of this work could be performed using a carbon-nanotube nanochannel or other types of nanochannels or nanopores (which may even have a larger radius to allow a greater number of water molecules to be transported side-by-side). Besides water molecules, the present investigation could also be extended to treat other polar nanoparticles, such as proteins or DNA segments [
58]. Furthermore, as molecular polarizability plays a crucial role in transportation, as revealed in this work, our method has an advantage in that selective transportation is achieved. In other words, the separation of polar molecules from non-polar molecules, or polar molecules from other molecules with different polar properties, can be achieved. To summarize, the findings of this work have implications for nanotechnology, as regards the design of high-efficiency nanochannels or smaller nanodevices such as nanocars. These findings are also helpful for understanding and controlling water flow across biological nanochannels in biology-related research.
Movie captions
All the movies are based on the simulation results. More details are presented in the article.
Movie 1. Train-wheel-like motion for water molecules at THz.
Movie 2. Phase-propagation motion for water molec-ules at THz.
Movie 3. No linear transport occurs at THz. Note that the water molecules are still affected by the applied field and experience regular oscillation.
© Higher Education Press and Springer-Verlag Berlin Heidelberg 2015