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30 plouden 4192
31 gezelter 4217 \usepackage{graphicx}% Include figure files
32     \usepackage{dcolumn}% Align table columns on decimal point
33     %\usepackage{bm}% bold math
34     \usepackage{times}
35     \usepackage[version=3]{mhchem} % this is a great package for formatting chemical reactions
36 plouden 4192 \usepackage{url}
37    
38     \begin{document}
39    
40 gezelter 4217 \title{Friction at Water / Ice-I$_\mathrm{h}$ interfaces: Do the
41     Facets of Ice Have Different Hydrophilicity?}
42 plouden 4192
43 gezelter 4217 \author{Patrick B. Louden}
44 plouden 4192
45 gezelter 4217 \author{J. Daniel Gezelter}
46     \email{gezelter@nd.edu.}
47     \affiliation{Department of Chemistry and Biochemistry, University
48     of Notre Dame, Notre Dame, IN 46556}
49    
50 plouden 4192 \date{\today}
51    
52     \begin{abstract}
53 plouden 4225 In this follow up paper of the basal and prismatic facets of the
54     Ice-I$_\mathrm{h}$/water interface, we present the
55     pyramidal and secondary prismatic
56     interfaces for both the quiescent and sheared systems. The structural and
57     dynamic interfacial widths for all four crystal facets were found to be in good
58     agreement, and were found to be independent of the shear rate over the shear
59     rates investigated.
60     Decomposition of the molecular orientational time correlation function showed
61     different behavior for the short- and longer-time decay components approaching
62     normal to the interface. Lastly we show through calculation of the interfacial
63     friction coefficient that the basal and pyramidal facets are more
64     hydrophilic than the prismatic and secondary prismatic facets.
65 plouden 4224
66 plouden 4192 \end{abstract}
67    
68 gezelter 4217 \maketitle
69 plouden 4192
70     \section{Introduction}
71    
72 plouden 4230 % Why are ice and ice/water interfaces important?
73     There is significant interest in the properties of ice/ice and ice/water
74     interfaces in the geophysics community. Most commonly, the results of shearing
75     two ice blocks past one
76     another\cite{Casassa91, Sukhorukov13, Pritchard12, Lishman13} or the shearing
77     of ice through water\cite{Cuffey99, Bell08}. Using molecular dynamics
78     simulations, Samadashvili has recently shown that when two smooth ice slabs
79     slide past one another, a stable liquid-like layer develops between them.To
80     fundamentally understand these processes an understanding of the ice/water
81     interfaces is needed.
82 plouden 4192
83 plouden 4230 Investigation of the ice/water interface is also crucial in understanding
84     the fundamental processes of nucleation, crystal
85 plouden 4229 growth,\cite{Han92, Granasy95, Vanfleet95} and crystal
86 plouden 4230 melting\cite{Weber83, Han92, Sakai96, Sakai96B}. Insight gained to these
87 plouden 4229 properties can also be applied to biological systems of interest, such as
88     the behavior of the antifreeze protein found in winter
89 plouden 4230 flounder,\cite{Wierzbicki07,Chapsky97} and certain terrestial
90     arthropods.\cite{Duman:2001qy,Meister29012013} Elucidating the properties which
91     give rise to these processes through experimental techniques can be expensive,
92     complicated, and sometimes infeasible. However, through the use of molecular
93     dynamics simulations much of the problems of investigating these properties
94     are alleviated.
95 plouden 4229
96 plouden 4230 Understanding ice/water interfaces inherently begins with the isolated
97     systems. There has been extensive work parameterizing models for liquid water,
98     such as the SPC\cite{Berendsen81}, SPC/E\cite{Berendsen87},
99     TIP4P\cite{Jorgensen85}, TIP4P/2005\cite{Abascal05},
100     ($\dots$), and more recently to improve these models for simulating
101     the solid phases of water, such as the TIP4P/Ice\cite{Abascal05b} model. The
102     melting point of various crystal structures of ice have been calculated for
103     many of these models
104     (SPC\cite{Karim90,Abascal07}, SPC/E\cite{Baez95,Arbuckle02,Gay02,Bryk02,Bryk04b,Sanz04b,Gernandez06,Abascal07,Vrbka07}, TIP4P\cite{Karim88,Gao00,Sanz04,Sanz04b,Koyama04,Wang05,Fernandez06,Abascal07}, TIP5P\cite{Sanz04,Koyama04,Wang05,Fernandez06,Abascal07}),
105     and the partial or complete phase diagram for the model has been determined
106     (SPC/E\cite{Baeaz95,Bryk04b,Sanz04b}, TIP4P\cite{Sanz04,Sanz04b,Koyama04}, TIP5P\cite{Sanz04,Koyama04}).
107     Knowing the melting point for these models has allowed for the investigation
108     of ice/water interfaces.
109    
110 plouden 4229 The Ice-I$_\mathrm{h}$/water quiescent interface has been extensively studied
111 plouden 4230 over the past 30 years by theory and experiment. Haymet \emph{et al.} have
112     done significant work characterizing and quantifying the width of these
113     interfaces for the SPC,\cite{Karim90} SPC/E,\cite{Gay02,Bryk02},
114     CF1,\cite{Hayward01,Hayward02} and TIP4P\cite{Karim88} models for water. In
115     recent years, Haymet has focused on investigating the effects cations and
116     anions have on crystal nucleaion and
117     melting.\cite{Bryk04,Smith05,Wilson08,Wilson10} Nada and Furukawa have studied
118     the the basal- and prismatic-water interface width\cite{Nada95}, surface
119     restructuring at temperatures approaching the melting point\cite{Nada00},
120     and the mechanism of ice growth inhibition by antifreeze
121     proteins\cite{Nada08,Nada11,Nada12}. Nada has developed a six-site water model
122     for ice/water interfaces near the melting point\cite{Nada03}, and studied the
123     dependence of crystal growth shape on applied pressure\cite{Nada11b}. Using
124     this model, Nada and Furukawa have established differential
125     growth rates for the basal, prismatic, and secondary prismatic facets of
126     Ice-I$_\mathrm{h}$ and found they were due to a reordering of the hydrogen
127     bond network in water near the interface\cite{Nada05}. While the work
128     described so far has mainly focused on bulk water on ice, there is significant
129     interest in thin films of water on ice surfaces as well.
130 plouden 4229
131 plouden 4230 It is well known that the surface of ice exhibits a premelting layer at
132     temperatures near the melting point, often called a quasi-liquid layer (QLL).
133     Molecular dynamics simulations of the facets of ice-I$_\mathrm{h}$ exposed
134     to vacuum performed by Conde, Vega and Patrykiejew have found QLL widths of
135     approximately 10 \AA\ at 3 K below the melting point\cite{Conde08}.
136     Similarly, Limmer and Chandler have used course grain simulations and
137     statistical field theory to estimated QLL widths at the same temperature to
138     be about 3 nm\cite{Limmer14}.
139     Recently, Sazaki and Furukawa have developed an experimental technique with
140     sufficient spatial and temporal resolution to visulaize and quantitatively
141     analyze QLLs on ice crystals at temperatures near melting\cite{Sazaki10}. They
142     have found the width of the QLLs perpindicular to the surface at -2.2$^{o}$C
143     to be $\mathcal{O}$(\AA). They have also seen the formation of two immiscible
144     QLLs, which displayed different stabilities and dynamics on the crystal
145     surface\cite{Sazaki12}. Knowledge of the hydrophilicities of each
146     of the crystal facets would help further our understanding of the properties
147     and dynamics of the QLLs.
148    
149     Presented here is the follow up to our previous paper\cite{Louden13}, in which
150     the basal and prismatic facets of an ice-I$_\mathrm{h}$/water interface were
151     investigated where the ice was sheared relative to the liquid. By using a
152     recently developed velocity shearing and scaling approach to reverse
153     non-equilibrium molecular dynamics (VSS-RNEMD), simultaneous temperature and
154     velocity gradients can be applied to the system, which allows for measurment
155     of friction and thermal transport properties while maintaining a stable
156     interfacial temperature\cite{Kuang12}. Structural analysis and dynamic
157     correlation functions were used to probe the interfacial response to a shear,
158     and the resulting solid/liquid kinetic friction coefficients were reported.
159     In this paper we present the same analysis for the pyramidal and secondary
160     prismatic facets, and show that the differential interfacial friction
161     coefficients for the four facets of ice-I$_\mathrm{h}$ are determined by their
162     relative hydrophilicity by means of dynamics water contact angle simulations.
163 plouden 4229
164 plouden 4192 \section{Methodology}
165    
166     \begin{figure}
167 plouden 4226 \includegraphics[width=\linewidth]{Pyr_comic_strip}
168     \caption{\label{fig:pyrComic} The pyramidal interface with a shear
169     rate of 3.8 ms\textsuperscript{-1}. Lower panel: the local tetrahedral order
170 plouden 4192 parameter, $q(z)$, (black circles) and the hyperbolic tangent fit (red line).
171     Middle panel: the imposed thermal gradient required to maintain a fixed
172     interfacial temperature. Upper panel: the transverse velocity gradient that
173     develops in response to an imposed momentum flux. The vertical dotted lines
174     indicate the locations of the midpoints of the two interfaces.}
175     \end{figure}
176    
177     \begin{figure}
178 plouden 4226 \includegraphics[width=\linewidth]{SP_comic_strip}
179     \caption{\label{fig:spComic} The secondary prismatic interface with a shear
180     rate of 3.5 \
181     ms\textsuperscript{-1}. Panel descriptions match those in figure \ref{fig:pyrComic}.}
182 plouden 4192 \end{figure}
183    
184 plouden 4226 \subsection{Pyramidal and secondary prismatic system construction}
185 plouden 4192
186 plouden 4226 The construction of the pyramidal and secondary prismatic systems follows that
187     of
188 plouden 4192 the basal and prismatic systems presented elsewhere\cite{Louden13}, however
189 plouden 4194 the ice crystals and water boxes were equilibrated and combined at 50K
190     instead of 225K. The ice / water systems generated were then equilibrated
191     to 225K. The resulting pyramidal system was
192 plouden 4192 $37.47 \times 29.50 \times 93.02$ \AA\ with 1216
193 plouden 4229 SPC/E\cite{Berendsen97} molecules in the ice slab, and 2203 in the liquid
194     phase. The secondary
195 plouden 4226 prismatic system generated was $71.87 \times 31.66 \times 161.55$ \AA\ with
196     3840
197 plouden 4192 SPC/E molecules in the ice slab and 8176 molecules in the liquid phase.
198    
199     \subsection{Computational details}
200     % Do we need to justify the sims at 225K?
201     % No crystal growth or shrinkage over 2 successive 1 ns NVT simulations for
202 plouden 4226 % either the pyramidal or sec. prismatic ice/water systems.
203 plouden 4192
204     The computational details performed here were equivalent to those reported
205 plouden 4222 in our previous publication\cite{Louden13}. The only changes made to the
206 plouden 4192 previously reported procedure were the following. VSS-RNEMD moves were
207 plouden 4194 attempted every 2 fs instead of every 50 fs. This was done to minimize
208     the magnitude of each individual VSS-RNEMD perturbation to the system.
209 plouden 4192
210 plouden 4226 All pyramidal simulations were performed under the canonical (NVT) ensamble
211     except those
212 plouden 4192 during which statistics were accumulated for the orientational correlation
213 plouden 4226 function, which were performed under the microcanonical (NVE) ensamble. All
214     secondary prismatic
215 plouden 4192 simulations were performed under the NVE ensamble.
216    
217     \section{Results and discussion}
218 plouden 4194 \subsection{Interfacial width}
219     In the literature there is good agreement that between the solid ice and
220     the bulk water, there exists a region of 'slush-like' water molecules.
221 plouden 4219 In this region, the water molecules are structurely distinguishable and
222 plouden 4194 behave differently than those of the solid ice or the bulk water.
223     The characteristics of this region have been defined by both structural
224 plouden 4215 and dynamic properties; and its width has been measured by the change of these
225 plouden 4194 properties from their bulk liquid values to those of the solid ice.
226     Examples of these properties include the density, the diffusion constant, and
227 gezelter 4217 the translational order profile. \cite{Bryk02,Karim90,Gay02,Hayward01,Hayward02,Karim88}
228 plouden 4192
229 plouden 4215 Since the VSS-RNEMD moves used to impose the thermal and velocity gradients
230     perturb the momenta of the water molecules in
231     the systems, parameters that depend on translational motion may give
232 plouden 4194 faulty results. A stuructural parameter will be less effected by the
233 plouden 4215 VSS-RNEMD perturbations to the system. Due to this, we have used the
234 plouden 4226 local tetrahedral order parameter to quantify the width of the interface,
235 plouden 4215 which was originally described by Kumar\cite{Kumar09} and
236 plouden 4222 Errington\cite{Errington01}, and used by Bryk and Haymet in a previous study
237     of ice/water interfaces.\cite{Bryk2004b}
238 plouden 4194
239 plouden 4222 The local tetrahedral order parameter, $q(z)$, is given by
240     \begin{equation}
241     q(z) = \int_0^L \sum_{k=1}^{N} \Bigg(1 -\frac{3}{8}\sum_{i=1}^{3}
242     \sum_{j=i+1}^{4} \bigg(\cos\psi_{ikj}+\frac{1}{3}\bigg)^2\Bigg)
243     \delta(z_{k}-z)\mathrm{d}z \Bigg/ N_z
244     \label{eq:qz}
245     \end{equation}
246     where $\psi_{ikj}$ is the angle formed between the oxygen sites of molecules
247     $i$,$k$, and $j$, where the centeral oxygen is located within molecule $k$ and
248     molecules $i$ and $j$ are two of the closest four water molecules
249     around molecule $k$. All four closest neighbors of molecule $k$ are also
250     required to reside within the first peak of the pair distribution function
251     for molecule $k$ (typically $<$ 3.41 \AA\ for water).
252     $N_z = \int\delta(z_k - z) \mathrm{d}z$ is a normalization factor to account
253     for the varying population of molecules within each finite-width bin.
254 plouden 4215
255     To determine the width of the interfaces, each of the systems were
256     divided into 100 artificial bins along the
257 plouden 4194 $z$-dimension, and the local tetrahedral order parameter, $q(z)$, was
258     time-averaged for each of the bins, resulting in a tetrahedrality profile of
259     the system. These profiles are shown across the $z$-dimension of the systems
260 plouden 4226 in panel $a$ of Figures \ref{fig:pyrComic}
261     and \ref{fig:spComic} (black circles). The $q(z)$ function has a range of
262 plouden 4194 (0,1), where a larger value indicates a more tetrahedral environment.
263 plouden 4215 The $q(z)$ for the bulk liquid was found to be $\approx $ 0.77, while values of
264 plouden 4226 $\approx $ 0.92 were more common for the ice. The tetrahedrality profiles were
265 plouden 4194 fit using a hyperbolic tangent\cite{Louden13} designed to smoothly fit the
266     bulk to ice
267     transition, while accounting for the thermal influence on the profile by the
268     kinetic energy exchanges of the VSS-RNEMD moves. In panels $b$ and $c$, the
269 plouden 4226 resulting thermal and velocity gradients from the imposed kinetic energy and
270     momentum fluxes can be seen. The verticle dotted
271 plouden 4194 lines traversing all three panels indicate the midpoints of the interface
272     as determined by the hyperbolic tangent fit of the tetrahedrality profiles.
273    
274 plouden 4192 From fitting the tetrahedrality profiles for each of the 0.5 nanosecond
275 plouden 4194 simulations (panel c of Figures \ref{fig:spComic} and \ref{fig:pyrComic})
276 plouden 4215 by Eq. 6\cite{Louden13},we find the interfacial width to be
277 plouden 4226 3.2 $\pm$ 0.2 and 3.2 $\pm$ 0.2 \AA\ for the control system with no applied
278     momentum flux for both the pyramidal and secondary prismatic systems.
279 plouden 4215 Over the range of shear rates investigated,
280 plouden 4226 0.6 $\pm$ 0.2 $\mathrm{ms}^{-1} \rightarrow$ 5.6 $\pm$ 0.4 $\mathrm{ms}^{-1}$
281     for the pyramidal system and 0.9 $\pm$ 0.3 $\mathrm{ms}^{-1} \rightarrow$ 5.4
282     $\pm$ 0.1 $\mathrm{ms}^{-1}$ for the secondary prismatic, we found no
283     significant change in the interfacial width. This follows our previous
284     findings of the basal and
285 plouden 4192 prismatic systems, in which the interfacial width was invarient of the
286     shear rate of the ice. The interfacial width of the quiescent basal and
287 plouden 4226 prismatic systems was found to be 3.2 $\pm$ 0.4 \AA\ and 3.6 $\pm$ 0.2 \AA\
288     respectively, over the range of shear rates investigated, 0.6 $\pm$ 0.3
289     $\mathrm{ms}^{-1} \rightarrow$ 5.3 $\pm$ 0.5 $\mathrm{ms}^{-1}$ for the basal
290     system and 0.9 $\pm$ 0.2 $\mathrm{ms}^{-1} \rightarrow$ 4.5 $\pm$ 0.1
291     $\mathrm{ms}^{-1}$ for the prismatic.
292 plouden 4194
293     These results indicate that the surface structure of the exposed ice crystal
294     has little to no effect on how far into the bulk the ice-like structural
295     ordering is. Also, it appears that the interface is not structurally effected
296     by shearing the ice through water.
297    
298    
299 plouden 4192 \subsection{Orientational dynamics}
300 plouden 4215 %Should we include the math here?
301     The orientational time correlation function,
302     \begin{equation}\label{C(t)1}
303     C_{2}(t)=\langle P_{2}(\mathbf{u}(0)\cdot \mathbf{u}(t))\rangle,
304     \end{equation}
305     helps indicate the local environment around the water molecules. The function
306     begins with an initial value of unity, and decays to zero as the water molecule
307     loses memory of its former orientation. Observing the rate at which this decay
308     occurs can provide insight to the mechanism and timescales for the relaxation.
309     In eq. \eqref{C(t)1}, $P_{2}$ is the second-order Legendre polynomial, and
310 plouden 4224 $\mathbf{u}$ is the bisecting HOH vector. The angle brackets indicate
311 plouden 4215 an ensemble average over all the water molecules in a given spatial region.
312    
313 plouden 4194 To investigate the dynamics of the water molecules across the interface, the
314 plouden 4215 systems were divided in the $z$-dimension into bins, each $\approx$ 3 \AA\
315     wide, and \eqref{C(t)1} was computed for each of the bins. A water
316     molecule was allocated to a particular bin if it was initially in the bin
317     at time zero. To compute \eqref{C(t)1}, each 0.5 ns simulation was followed
318 plouden 4226 by an additional 200 ps NVE simulation during which the
319 plouden 4215 position and orientations of each molecule were recorded every 0.1 ps.
320    
321     The data obtained for each bin was then fit to a triexponential decay given by
322     \begin{equation}\label{C(t)_fit}
323     C_{2}(t) \approx a e^{-t/\tau_\mathrm{short}} + b e^{-t/\tau_\mathrm{middle}} +\
324     c
325     e^{-t/\tau_\mathrm{long}} + (1-a-b-c)
326     \end{equation}
327     where $\tau_{short}$ corresponds to the librational motion of the water
328     molecules, $\tau_{middle}$ corresponds to jumps between the breaking and
329     making of hydrogen bonds, and $\tau_{long}$ corresponds to the translational
330     motion of the water molecules. The last term in \eqref{C(t)_fit} accounts
331     for the water molecules trapped in the ice which do not experience any
332     long-time orientational decay.
333 plouden 4192
334 plouden 4215 In Figures \ref{fig:PyrOrient} and \ref{fig:SPorient} we see the $z$-coordinate
335     profiles for the three decay constants, $\tau_{short}$ (panel a),
336     $\tau_{middle}$ (panel b),
337     and $\tau_{long}$ (panel c) for the pyramidal and secondary prismatic systems
338     respectively. The control experiments (no shear) are shown in black, and
339     an experiment with an imposed momentum flux is shown in red. The vertical
340     dotted line traversing all three panels denotes the midpoint of the
341     interface as determined by the local tetrahedral order parameter fitting.
342     In the liquid regions of both systems, we see that $\tau_{middle}$ and
343     $\tau_{long}$ have approximately consistent values of $3-6$ ps and $30-40$ ps,
344     resepctively, and increase in value as we approach the interface. Conversely,
345     in panel a, we see that $\tau_{short}$ decreases from the liquid value
346     of $72-76$ fs as we approach the interface. We believe this speed up is due to
347     the constrained motion of librations closer to the interface. Both the
348 plouden 4226 approximate values for the decays and trends approaching the interface match
349     those reported previously for the basal and prismatic interfaces.
350 plouden 4192
351 plouden 4215 As done previously, we have attempted to quantify the distance, $d_{pyramidal}$
352 plouden 4226 and $d_{secondary prismatic}$, from the
353 plouden 4215 interface that the deviations from the bulk liquid values begin. This was done
354     by fitting the orientational decay constant $z$-profiles by
355     \begin{equation}\label{tauFit}
356 plouden 4226 \tau(z)\approx\tau_{liquid}+(\tau_{wall}-\tau_{liquid})e^{-(z-z_{wall})/d}
357 plouden 4215 \end{equation}
358 plouden 4226 where $\tau_{liquid}$ and $\tau_{wall}$ are the liquid and projected wall
359 plouden 4215 values of the decay constants, $z_{wall}$ is the location of the interface,
360     and $d$ is the displacement from the interface at which these deviations
361     occur. The values for $d_{pyramidal}$ and $d_{secondary prismatic}$ were
362     determined
363     for each of the decay constants, and then averaged for better statistics
364 plouden 4226 ($\tau_{middle}$ was ommitted for secondary prismatic). For the pyramidal
365     system,
366 plouden 4215 $d_{pyramidal}$ was found to be 2.7 \AA\ for both the control and the sheared
367     system. We found $d_{secondary prismatic}$ to be slightly larger than
368     $d_{pyramidal}$ for both the control and with an applied shear, with
369     displacements of $4$ \AA\ for the control system and $3$ \AA\ for the
370     experiment with the imposed momentum flux. These values are consistent with
371     those found for the basal ($d_{basal}\approx2.9$ \AA\ ) and prismatic
372     ($d_{prismatic}\approx3.5$ \AA\ ) systems.
373 plouden 4192
374 plouden 4194 \subsection{Coefficient of friction of the interfaces}
375 plouden 4222 While investigating the kinetic coefficient of friction, there was found
376     to be a dependence for $\mu_k$
377 plouden 4215 on the temperature of the liquid water in the system. We believe this
378     dependence
379     arrises from the sharp discontinuity of the viscosity for the SPC/E model
380     at temperatures approaching 200 K\cite{kuang12}. Due to this, we propose
381 plouden 4224 a weighting to the interfacial friction coefficient, $\kappa$ by the
382 plouden 4226 shear viscosity of the fluid at 225 K. The interfacial friction coefficient
383     relates the shear stress with the relative velocity of the fluid normal to the
384 plouden 4224 interface:
385     \begin{equation}\label{Shenyu-13}
386     j_{z}(p_{x}) = \kappa[v_{x}(fluid)-v_{x}(solid)]
387 plouden 4215 \end{equation}
388 plouden 4224 where $j_{z}(p_{x})$ is the applied momentum flux (shear stress) across $z$
389     in the
390     $x$-dimension, and $v_{x}$(fluid) and $v_{x}$(solid) are the velocities
391     directly adjacent to the interface. The shear viscosity, $\eta(T)$, of the
392 plouden 4226 fluid can be determined under a linear response of the momentum
393 plouden 4224 gradient to the applied shear stress by
394     \begin{equation}\label{Shenyu-11}
395     j_{z}(p_{x}) = \eta(T) \frac{\partial v_{x}}{\partial z}.
396 plouden 4215 \end{equation}
397 plouden 4224 Using eqs \eqref{Shenyu-13} and \eqref{Shenyu-11}, we can find the following
398     expression for $\kappa$,
399     \begin{equation}\label{kappa-1}
400     \kappa = \eta(T) \frac{\partial v_{x}}{\partial z}\frac{1}{[v_{x}(fluid)-v_{x}(solid)]}.
401 plouden 4215 \end{equation}
402 plouden 4224 Here is where we will introduce the weighting term of $\eta(225)/\eta(T)$
403     giving us
404     \begin{equation}\label{kappa-2}
405     \kappa = \frac{\eta(225)}{[v_{x}(fluid)-v_{x}(solid)]}\frac{\partial v_{x}}{\partial z}.
406 plouden 4215 \end{equation}
407 plouden 4224
408     To obtain the value of $\eta(225)$ for the SPC/E model, a $31.09 \times 29.38
409 plouden 4226 \times 124.39$ \AA\ box with 3744 SPC/E liquid water molecules was
410     equilibrated to 225K,
411 plouden 4224 and 5 unique shearing experiments were performed. Each experiment was
412 plouden 4226 conducted in the NVE and were 5 ns in
413 plouden 4224 length. The VSS were attempted every timestep, which was set to 2 fs.
414 plouden 4226 For our SPC/E systems, we found $\eta(225)$ to be 0.0148 $\pm$ 0.0007 Pa s,
415 plouden 4224 roughly ten times larger than the value found for 280 K SPC/E bulk water by
416     Kuang\cite{kuang12}.
417    
418     The interfacial friction coefficient, $\kappa$, can equivalently be expressed
419     as the ratio of the viscosity of the fluid to the slip length, $\delta$, which
420     is an indication of how 'slippery' the interface is.
421     \begin{equation}\label{kappa-3}
422     \kappa = \frac{\eta}{\delta}
423 plouden 4215 \end{equation}
424 plouden 4224 In each of the systems, the interfacial temperature was kept fixed to 225K,
425     which ensured the viscosity of the fluid at the
426     interace was approximately the same. Thus, any significant variation in
427     $\kappa$ between
428     the systems indicates differences in the 'slipperiness' of the interfaces.
429     As each of the ice systems are sheared relative to liquid water, the
430     'slipperiness' of the interface can be taken as an indication of how
431     hydrophobic or hydrophilic the interface is. The calculated $\kappa$ values
432     found for the four crystal facets of Ice-I$_\mathrm{h}$ investigated are shown
433     in Table \ref{tab:kapa}. The basal and pyramidal facets were found to have
434 plouden 4225 similar values of $\kappa \approx$ 0.0006
435 plouden 4226 (amu \AA\textsuperscript{-2} fs\textsuperscript{-1}), while values of
436     $\kappa \approx$ 0.0003 (amu \AA\textsuperscript{-2} fs\textsuperscript{-1})
437     were found for the prismatic and secondary prismatic systems.
438     These results indicate that the basal and pyramidal facets are
439     more hydrophilic than the prismatic and secondary prismatic facets.
440 plouden 4224 %This indicates something about the similarity between the two facets that
441     %share similar values...
442     %Maybe find values for kappa for other materials to compare against?
443 plouden 4194
444 plouden 4230 %\begin{table}[h]
445     %\centering
446     %\caption{$\kappa$ values for the basal, prismatic, pyramidal, and secondary \
447     %prismatic facets of Ice-I$_\mathrm{h}$}
448     %\label{tab:kappa}
449     %\begin{tabular}{|ccc|} \hline
450     % & \multicolumn{2}{c|}{$\kappa_{Drag direction}$ (amu \AA\textsuperscript{-2} fs\textsuperscript{-1})} \\
451     % Interface & $\kappa_{x}$ & $\kappa_{y}$ \\ \hline
452     % basal & $0.00059 \pm 0.00003$ & $0.00065 \pm 0.00008$ \\
453     % prismatic & $0.00030 \pm 0.00002$ & $0.00030 \pm 0.00001$ \\
454     % pyramidal & $0.00058 \pm 0.00004$ & $0.00061 \pm 0.00005$ \\
455     % secondary prismatic & $0.00035 \pm 0.00001$ & $0.00033 \pm 0.00002$ \\ \hline
456     %\end{tabular}
457     %\end{table}
458    
459    
460    
461    
462 plouden 4219 \begin{table}[h]
463     \centering
464 plouden 4230 \caption{Phyiscal properties of the basal, prismatic, pyramidal, and secondary prismatic facets of Ice-I$_\mathrm{h}$}
465 plouden 4219 \label{tab:kappa}
466 plouden 4230 \begin{tabular}{|ccccc|} \hline
467     & \multicolumn{2}{c}{$\kappa_{Drag direction}$ (amu \AA\textsuperscript{-2} fs\textsuperscript{-1})} & & \\
468     Interface & $\kappa_{x}$ & $\kappa_{y}$ & $\theta_{\infty}$ & K_{spread} (ns^{-1}) \\ \hline
469     basal & $0.00059 \pm 0.00003$ & $0.00065 \pm 0.00008$ & $34.1 \pm 0.9$ & $0.60 \pm 0.07$ \\
470     pyramidal & $0.00058 \pm 0.00004$ & $0.00061 \pm 0.00005$ & $35 \pm 3$ & $0.7 \pm 0.1$ \\
471     prismatic & $0.00030 \pm 0.00002$ & $0.00030 \pm 0.00001$ & $46 \pm 4$ & $0.75 \pm 0.09$ \\
472     secondary prismatic & $0.00035 \pm 0.00001$ & $0.00033 \pm 0.00002$ & $42 \pm 2$ & $0.69 \pm 0.03$ \\ \hline
473 plouden 4219 \end{tabular}
474     \end{table}
475    
476    
477 plouden 4222 %\begin{table}[h]
478     %\centering
479     %\caption{Solid-liquid friction coefficients (measured in amu~fs\textsuperscript\
480     %{-1}). \\
481     %\textsuperscript{a} See ref. \onlinecite{Louden13}. }
482     %\label{tab:lambda}
483     %\begin{tabular}{|ccc|} \hline
484     % & \multicolumn{2}{c|}{Drag direction} \\
485     % Interface & $x$ & $y$ \\ \hline
486     % basal\textsuperscript{a} & $0.08 \pm 0.02$ & $0.09 \pm 0.03$ \\
487     % prismatic (T = 225)\textsuperscript{a} & $0.037 \pm 0.008$ & $0.04 \pm 0.01$ \\
488     % prismatic (T = 230) & $0.10 \pm 0.01$ & $0.070 \pm 0.006$\\
489     % pyramidal & $0.13 \pm 0.03$ & $0.14 \pm 0.03$ \\
490 plouden 4226 % secondary prismatic & $0.13 \pm 0.02$ & $0.12 \pm 0.03$ \\ \hline
491 plouden 4222 %\end{tabular}
492     %\end{table}
493 plouden 4194
494    
495 plouden 4192 \begin{figure}
496     \includegraphics[width=\linewidth]{Pyr-orient}
497     \caption{\label{fig:PyrOrient} The three decay constants of the
498     orientational time correlation function, $C_2(t)$, for water as a function
499     of distance from the center of the ice slab. The vertical dashed line
500     indicates the edge of the pyramidal ice slab determined by the local order
501     tetrahedral parameter. The control (black circles) and sheared (red squares)
502     experiments were fit by a shifted exponential decay (Eq. 9\cite{Louden13})
503     shown by the black and red lines respectively. The upper two panels show that
504     translational and hydrogen bond making and breaking events slow down
505     through the interface while approaching the ice slab. The bottom most panel
506     shows the librational motion of the water molecules speeding up approaching
507     the ice block due to the confined region of space allowed for the molecules
508     to move in.}
509     \end{figure}
510    
511     \begin{figure}
512     \includegraphics[width=\linewidth]{SP-orient-less}
513     \caption{\label{fig:SPorient} Decay constants for $C_2(t)$ at the secondary
514 plouden 4226 prismatic face. Panel descriptions match those in \ref{fig:PyrOrient}.}
515 plouden 4192 \end{figure}
516    
517    
518    
519     \section{Conclusion}
520 plouden 4222 We present the results of molecular dynamics simulations of the pyrmaidal
521     and secondary prismatic facets of an SPC/E model of the
522     Ice-I$_\mathrm{h}$/water interface. The ice was sheared through the liquid
523     water while being exposed to a thermal gradient to maintain a stable
524 plouden 4226 interface by using the minimally perturbing VSS RNEMD method. In agreement
525     with our previous findings for the basal and prismatic facets, the interfacial
526 plouden 4222 width was found to be independent of shear rate as measured by the local
527 plouden 4224 tetrahedral order parameter. This width was found to be
528 plouden 4226 3.2~$\pm$ 0.2~\AA\ for both the pyramidal and the secondary prismatic systems.
529 plouden 4224 These values are in good agreement with our previously calculated interfacial
530 plouden 4226 widths for the basal (3.2~$\pm$ 0.4~\AA\ ) and prismatic (3.6~$\pm$ 0.2~\AA\ )
531 plouden 4224 systems.
532 plouden 4192
533 plouden 4224 Orientational dynamics of the Ice-I$_\mathrm{h}$/water interfaces were studied
534     by calculation of the orientational time correlation function at varying
535     displacements normal to the interface. The decays were fit
536     to a tri-exponential decay, where the three decay constants correspond to
537     the librational motion of the molecules driven by the restoring forces of
538     existing hydrogen bonds ($\tau_{short}$ $\mathcal{O}$(10 fs)), jumps between
539     two different hydrogen bonds ($\tau_{middle}$ $\mathcal{O}$(1 ps)), and
540     translational motion of the molecules ($\tau_{long}$ $\mathcal{O}$(100 ps)).
541     $\tau_{short}$ was found to decrease approaching the interface due to the
542     constrained motion of the molecules as the local environment becomes more
543     ice-like. Conversely, the two longer-time decay constants were found to
544     increase at small displacements from the interface. As seen in our previous
545     work on the basal and prismatic facets, there appears to be a dynamic
546     interface width at which deviations from the bulk liquid values occur.
547     We had previously found $d_{basal}$ and $d_{prismatic}$ to be approximately
548 plouden 4226 2.8~\AA\ and 3.5~\AA. We found good agreement of these values for the
549 plouden 4224 pyramidal and secondary prismatic systems with $d_{pyramidal}$ and
550 plouden 4226 $d_{secondary prismatic}$ to be 2.7~\AA\ and 3~\AA. For all four of the
551     facets, no apparent dependence of the dynamic width on the shear rate was
552     found.
553 plouden 4224
554     %Paragraph summarizing the Kappa values
555 plouden 4226 The interfacial friction coefficient, $\kappa$, was determined for each facet
556     interface. We were able to reach an expression for $\kappa$ as a function of
557     the velocity profile of the system which is scaled by the viscosity of the liquid
558 plouden 4224 at 225 K. In doing so, we have obtained an expression for $\kappa$ which is
559     independent of temperature differences of the liquid water at far displacements
560     from the interface. We found the basal and pyramidal facets to have
561 plouden 4225 similar $\kappa$ values, of $\kappa \approx$ 0.0006
562 plouden 4226 (amu \AA\textsuperscript{-2} fs\textsuperscript{-1}). However, the
563 plouden 4224 prismatic and secondary prismatic facets were found to have $\kappa$ values of
564 plouden 4226 $\kappa \approx$ 0.0003 (amu \AA\textsuperscript{-2} fs\textsuperscript{-1}).
565 plouden 4225 As these ice facets are being sheared relative to liquid water, with the
566     structural and dynamic width of all four
567 plouden 4224 interfaces being approximately the same, the difference in the coefficient of
568     friction indicates the hydrophilicity of the crystal facets are not
569     equivalent. Namely, that the basal and pyramidal facets of Ice-I$_\mathrm{h}$
570     are more hydrophilic than the prismatic and secondary prismatic facets.
571 plouden 4192
572 plouden 4222
573 gezelter 4217 \begin{acknowledgments}
574     Support for this project was provided by the National
575     Science Foundation under grant CHE-1362211. Computational time was
576     provided by the Center for Research Computing (CRC) at the
577     University of Notre Dame.
578     \end{acknowledgments}
579 plouden 4192
580     \newpage
581 gezelter 4217
582 plouden 4192 \bibliography{iceWater}
583    
584     \end{document}