1 |
< |
\documentclass[12pt]{ndthesis} |
1 |
> |
\documentclass[11pt]{ndthesis} |
2 |
|
|
3 |
|
% some packages for things like equations and graphics |
4 |
|
\usepackage{amsmath,bm} |
7 |
|
\usepackage{tabularx} |
8 |
|
\usepackage{graphicx} |
9 |
|
\usepackage{booktabs} |
10 |
+ |
\usepackage{cite} |
11 |
|
|
12 |
|
\begin{document} |
13 |
|
|
287 |
|
structural and dynamic properties of water compared the same |
288 |
|
properties obtained using the Ewald sum. |
289 |
|
|
290 |
< |
\section{Simple Forms for Pairwise Electrostatics} |
290 |
> |
\section{Simple Forms for Pairwise Electrostatics}\label{sec:PairwiseDerivation} |
291 |
|
|
292 |
|
The potentials proposed by Wolf \textit{et al.} and Zahn \textit{et |
293 |
|
al.} are constructed using two different (and separable) computational |
777 |
|
the complementary error function is required). |
778 |
|
|
779 |
|
The reaction field results illustrates some of that method's |
780 |
< |
limitations, primarily that it was developed for use in homogenous |
780 |
> |
limitations, primarily that it was developed for use in homogeneous |
781 |
|
systems; although it does provide results that are an improvement over |
782 |
|
those from an unmodified cutoff. |
783 |
|
|
902 |
|
all do equivalently well at capturing the direction of both the force |
903 |
|
and torque vectors. Using the electrostatic damping improves the |
904 |
|
angular behavior significantly for the {\sc sp} and moderately for the |
905 |
< |
{\sc sf} methods. Overdamping is detrimental to both methods. Again |
905 |
> |
{\sc sf} methods. Over-damping is detrimental to both methods. Again |
906 |
|
it is important to recognize that the force vectors cover all |
907 |
|
particles in all seven systems, while torque vectors are only |
908 |
|
available for neutral molecular groups. Damping is more beneficial to |
909 |
|
charged bodies, and this observation is investigated further in |
910 |
< |
section \ref{IndividualResults}. |
910 |
> |
section \ref{sec:IndividualResults}. |
911 |
|
|
912 |
|
Although not discussed previously, group based cutoffs can be applied |
913 |
|
to both the {\sc sp} and {\sc sf} methods. The group-based cutoffs |
972 |
|
increases, something that is more obvious with group-based cutoffs. |
973 |
|
The complimentary error function inserted into the potential weakens |
974 |
|
the electrostatic interaction as the value of $\alpha$ is increased. |
975 |
< |
However, at larger values of $\alpha$, it is possible to overdamp the |
975 |
> |
However, at larger values of $\alpha$, it is possible to over-damp the |
976 |
|
electrostatic interaction and to remove it completely. Kast |
977 |
|
\textit{et al.} developed a method for choosing appropriate $\alpha$ |
978 |
|
values for these types of electrostatic summation methods by fitting |
1122 |
|
agreement with {\sc spme} in both energetic and dynamic behavior when |
1123 |
|
using the {\sc sf} method with and without damping. The {\sc sp} |
1124 |
|
method does well with an $\alpha$ around 0.2\AA$^{-1}$, particularly |
1125 |
< |
with cutoff radii greater than 12\AA. Overdamping the electrostatics |
1125 |
> |
with cutoff radii greater than 12\AA. Over-damping the electrostatics |
1126 |
|
reduces the agreement between both these methods and {\sc spme}. |
1127 |
|
|
1128 |
|
The pure cutoff ({\sc pc}) method performs poorly, again mirroring the |
1155 |
|
no damping and only modest improvement for the recommended conditions |
1156 |
|
($\alpha = 0.2$\AA$^{-1}$ and $R_\textrm{c}~\geqslant~12$\AA). The |
1157 |
|
{\sc sf} method shows modest narrowing across all damping and cutoff |
1158 |
< |
ranges of interest. When overdamping these methods, group cutoffs and |
1158 |
> |
ranges of interest. When over-damping these methods, group cutoffs and |
1159 |
|
the switching function do not improve the force and torque |
1160 |
|
directionalities. |
1161 |
|
|
1834 |
|
|
1835 |
|
This system does not appear to show any significant deviations from |
1836 |
|
the previously observed results. The {\sc sp} and {\sc sf} methods |
1837 |
< |
have aggrements similar to those observed in section |
1837 |
> |
have agreements similar to those observed in section |
1838 |
|
\ref{sec:WaterResults}. The only significant difference is the |
1839 |
|
improvement in the configuration energy differences for the {\sc rf} |
1840 |
|
method. This is surprising in that we are introducing an inhomogeneity |
1954 |
|
the NaCl crystal at 1000K. The undamped shifted force ({\sc sf}) |
1955 |
|
method is off by less than 10 cm$^{-1}$, and increasing the |
1956 |
|
electrostatic damping to 0.25\AA$^{-1}$ gives quantitative agreement |
1957 |
< |
with the power spectrum obtained using the Ewald sum. Overdamping can |
1957 |
> |
with the power spectrum obtained using the Ewald sum. Over-damping can |
1958 |
|
result in underestimates of frequencies of the long-wavelength |
1959 |
|
motions.} |
1960 |
|
\label{fig:dampInc} |
1961 |
|
\end{figure} |
1962 |
|
|
1963 |
< |
\section{Synopsis of the Pairwise Method Evaluation}\label{sec:PairwiseSynopsis} |
1963 |
> |
\section{An Application: TIP5P-E Water}\label{sec:t5peApplied} |
1964 |
> |
|
1965 |
> |
The above sections focused on the energetics and dynamics of a variety |
1966 |
> |
of systems when utilizing the {\sc sp} and {\sc sf} pairwise |
1967 |
> |
techniques. A unitary correlation with results obtained using the |
1968 |
> |
Ewald summation should result in a successful reproduction of both the |
1969 |
> |
static and dynamic properties of any selected system. To test this, |
1970 |
> |
we decided to calculate a series of properties for the TIP5P-E water |
1971 |
> |
model when using the {\sc sf} technique. |
1972 |
> |
|
1973 |
> |
The TIP5P-E water model is a variant of Mahoney and Jorgensen's |
1974 |
> |
five-point transferable intermolecular potential (TIP5P) model for |
1975 |
> |
water.\cite{Mahoney00} TIP5P was developed to reproduce the density |
1976 |
> |
maximum anomaly present in liquid water near 4$^\circ$C. As with many |
1977 |
> |
previous point charge water models (such as ST2, TIP3P, TIP4P, SPC, |
1978 |
> |
and SPC/E), TIP5P was parametrized using a simple cutoff with no |
1979 |
> |
long-range electrostatic |
1980 |
> |
correction.\cite{Stillinger74,Jorgensen83,Berendsen81,Berendsen87} |
1981 |
> |
Without this correction, the pressure term on the central particle |
1982 |
> |
from the surroundings is missing. Because they expand to compensate |
1983 |
> |
for this added pressure term when this correction is included, systems |
1984 |
> |
composed of these particles tend to underpredict the density of water |
1985 |
> |
under standard conditions. When using any form of long-range |
1986 |
> |
electrostatic correction, it has become common practice to develop or |
1987 |
> |
utilize a reparametrized water model that corrects for this |
1988 |
> |
effect.\cite{vanderSpoel98,Fennell04,Horn04} The TIP5P-E model follows |
1989 |
> |
this practice and was optimized specifically for use with the Ewald |
1990 |
> |
summation.\cite{Rick04} In his publication, Rick preserved the |
1991 |
> |
geometry and point charge magnitudes in TIP5P and focused on altering |
1992 |
> |
the Lennard-Jones parameters to correct the density at |
1993 |
> |
298K.\cite{Rick04} With the density corrected, he compared common |
1994 |
> |
water properties for TIP5P-E using the Ewald sum with TIP5P using a |
1995 |
> |
9\AA\ cutoff. |
1996 |
|
|
1997 |
+ |
In the following sections, we compared these same water properties |
1998 |
+ |
calculated from TIP5P-E using the Ewald sum with TIP5P-E using the |
1999 |
+ |
{\sc sf} technique. In the above evaluation of the pairwise |
2000 |
+ |
techniques, we observed some flexibility in the choice of parameters. |
2001 |
+ |
Because of this, the following comparisons include the {\sc sf} |
2002 |
+ |
technique with a 12\AA\ cutoff and an $\alpha$ = 0.0, 0.1, and |
2003 |
+ |
0.2\AA$^{-1}$, as well as a 9\AA\ cutoff with an $\alpha$ = |
2004 |
+ |
0.2\AA$^{-1}$. |
2005 |
+ |
|
2006 |
+ |
\subsection{Density}\label{sec:t5peDensity} |
2007 |
+ |
|
2008 |
+ |
As stated previously, the property that prompted the development of |
2009 |
+ |
TIP5P-E was the density at 1 atm. The density depends upon the |
2010 |
+ |
internal pressure of the system in the $NPT$ ensemble, and the |
2011 |
+ |
calculation of the pressure includes a components from both the |
2012 |
+ |
kinetic energy and the virial. More specifically, the instantaneous |
2013 |
+ |
molecular pressure ($P(t)$) is given by |
2014 |
+ |
\begin{equation} |
2015 |
+ |
P(t) = \frac{1}{\textrm{d}V}\sum_\mu |
2016 |
+ |
\left[\frac{\mathbf{P}_{\mu}^2}{M_{\mu}} |
2017 |
+ |
+ \mathbf{R}_{\mu}\cdot\sum_i\mathbf{F}_{\mu i}\right], |
2018 |
+ |
\label{eq:MolecularPressure} |
2019 |
+ |
\end{equation} |
2020 |
+ |
where $V$ is the volume, $\mathbf{P}_{\mu}$ is the momentum of |
2021 |
+ |
molecule $\mu$, $\mathbf{R}_\mu$ is the position of the center of mass |
2022 |
+ |
($M_\mu$) of molecule $\mu$, and $\mathbf{F}_{\mu i}$ is the force on |
2023 |
+ |
atom $i$ of molecule $\mu$.\cite{Melchionna93} The virial term (the |
2024 |
+ |
right term in the brackets of eq. \ref{eq:MolecularPressure}) is |
2025 |
+ |
directly dependent on the interatomic forces. Since the {\sc sp} |
2026 |
+ |
method does not modify the forces (see |
2027 |
+ |
sec. \ref{sec:PairwiseDerivation}), the pressure using {\sc sp} will |
2028 |
+ |
be identical to that obtained without an electrostatic correction. |
2029 |
+ |
The {\sc sf} method does alter the virial component and, by way of the |
2030 |
+ |
modified pressures, should provide densities more in line with those |
2031 |
+ |
obtained using the Ewald summation. |
2032 |
+ |
|
2033 |
+ |
To compare densities, $NPT$ simulations were performed with the same |
2034 |
+ |
temperatures as those selected by Rick in his Ewald summation |
2035 |
+ |
simulations.\cite{Rick04} In order to improve statistics around the |
2036 |
+ |
density maximum, 3ns trajectories were accumulated at 0, 12.5, and |
2037 |
+ |
25$^\circ$C, while 2ns trajectories were obtained at all other |
2038 |
+ |
temperatures. The average densities were calculated from the later |
2039 |
+ |
three-fourths of each trajectory. Similar to Mahoney and Jorgensen's |
2040 |
+ |
method for accumulating statistics, these sequences were spliced into |
2041 |
+ |
200 segments to calculate the average density and standard deviation |
2042 |
+ |
at each temperature.\cite{Mahoney00} |
2043 |
+ |
|
2044 |
+ |
\begin{figure} |
2045 |
+ |
\includegraphics[width=\linewidth]{./figures/tip5peDensities.pdf} |
2046 |
+ |
\caption{Density versus temperature for the TIP5P-E water model when |
2047 |
+ |
using the Ewald summation (Ref. \cite{Rick04}) and the {\sc sf} method |
2048 |
+ |
with various parameters. The pressure term from the image-charge shell |
2049 |
+ |
is larger than that provided by the reciprocal-space portion of the |
2050 |
+ |
Ewald summation, leading to slightly lower densities. This effect is |
2051 |
+ |
more visible with the 9\AA\ cutoff, where the image charges exert a |
2052 |
+ |
greater force on the central particle. The error bars for the {\sc sf} |
2053 |
+ |
methods show plus or minus the standard deviation of the density |
2054 |
+ |
measurement at each temperature.} |
2055 |
+ |
\label{fig:t5peDensities} |
2056 |
+ |
\end{figure} |
2057 |
+ |
|
2058 |
+ |
Figure \ref{fig:t5peDensities} shows the densities calculated for |
2059 |
+ |
TIP5P-E using differing electrostatic corrections overlaid on the |
2060 |
+ |
experimental values.\cite{CRC80} The densities when using the {\sc sf} |
2061 |
+ |
technique are close to, though typically lower than, those calculated |
2062 |
+ |
while using the Ewald summation. These slightly reduced densities |
2063 |
+ |
indicate that the pressure component from the image charges at |
2064 |
+ |
R$_\textrm{c}$ is larger than that exerted by the reciprocal-space |
2065 |
+ |
portion of the Ewald summation. Bringing the image charges closer to |
2066 |
+ |
the central particle by choosing a 9\AA\ R$_\textrm{c}$ (rather than |
2067 |
+ |
the preferred 12\AA\ R$_\textrm{c}$) increases the strength of their |
2068 |
+ |
interactions, resulting in a further reduction of the densities. |
2069 |
+ |
|
2070 |
+ |
Because the strength of the image charge interactions has a noticable |
2071 |
+ |
effect on the density, we would expect the use of electrostatic |
2072 |
+ |
damping to also play a role in these calculations. Larger values of |
2073 |
+ |
$\alpha$ weaken the pair-interactions; and since electrostatic damping |
2074 |
+ |
is distance-dependent, force components from the image charges will be |
2075 |
+ |
reduced more than those from particles close the the central |
2076 |
+ |
charge. This effect is visible in figure \ref{fig:t5peDensities} with |
2077 |
+ |
the damped {\sc sf} sums showing slightly higher densities; however, |
2078 |
+ |
it is apparent that the choice of cutoff radius plays a much more |
2079 |
+ |
important role in the resulting densities. |
2080 |
+ |
|
2081 |
+ |
As a final note, all of the above density calculations were performed |
2082 |
+ |
with systems of 512 water molecules. Rick observed a system sized |
2083 |
+ |
dependence of the computed densities when using the Ewald summation, |
2084 |
+ |
most likely due to his tying of the convergence parameter to the box |
2085 |
+ |
dimensions.\cite{Rick04} For systems of 256 water molecules, the |
2086 |
+ |
calculated densities were on average 0.002 to 0.003 g/cm$^3$ lower. A |
2087 |
+ |
system size of 256 molecules would force the use of a shorter |
2088 |
+ |
R$_\textrm{c}$ when using the {\sc sf} technique, and this would also |
2089 |
+ |
lower the densities. Moving to larger systems, as long as the |
2090 |
+ |
R$_\textrm{c}$ remains at a fixed value, we would expect the densities |
2091 |
+ |
to remain constant. |
2092 |
+ |
|
2093 |
+ |
\subsection{Liquid Structure}\label{sec:t5peLiqStructure} |
2094 |
+ |
|
2095 |
+ |
A common function considered when developing and comparing water |
2096 |
+ |
models is the oxygen-oxygen radial distribution function |
2097 |
+ |
($g_\textrm{OO}(r)$). The $g_\textrm{OO}(r)$ is the probability of |
2098 |
+ |
finding a pair of oxygen atoms some distance ($r$) apart relative to a |
2099 |
+ |
random distribution at the same density.\cite{Allen87} It is |
2100 |
+ |
calculated via |
2101 |
+ |
\begin{equation} |
2102 |
+ |
g_\textrm{OO}(r) = \frac{V}{N^2}\left\langle\sum_i\sum_{j\ne i} |
2103 |
+ |
\delta(\mathbf{r}-\mathbf{r}_{ij})\right\rangle, |
2104 |
+ |
\label{eq:GOOofR} |
2105 |
+ |
\end{equation} |
2106 |
+ |
where the double sum is over all $i$ and $j$ pairs of $N$ oxygen |
2107 |
+ |
atoms. The $g_\textrm{OO}(r)$ can be directly compared to X-ray or |
2108 |
+ |
neutron scattering experiments through the oxygen-oxygen structure |
2109 |
+ |
factor ($S_\textrm{OO}(k)$) by the following relationship: |
2110 |
+ |
\begin{equation} |
2111 |
+ |
S_\textrm{OO}(k) = 1 + 4\pi\rho |
2112 |
+ |
\int_0^\infty r^2\frac{\sin kr}{kr}g_\textrm{OO}(r)\textrm{d}r. |
2113 |
+ |
\label{eq:SOOofK} |
2114 |
+ |
\end{equation} |
2115 |
+ |
Thus, $S_\textrm{OO}(k)$ is related to the Fourier transform of |
2116 |
+ |
$g_\textrm{OO}(r)$. |
2117 |
+ |
|
2118 |
+ |
The expermentally determined $g_\textrm{OO}(r)$ for liquid water has |
2119 |
+ |
been compared in great detail with the various common water models, |
2120 |
+ |
and TIP5P was found to be in better agreement than other rigid, |
2121 |
+ |
non-polarizable models.\cite{Sorenson00} This excellent agreement with |
2122 |
+ |
experiment was maintained when Rick developed TIP5P-E.\cite{Rick04} To |
2123 |
+ |
check whether the choice of using the Ewald summation or the {\sc sf} |
2124 |
+ |
technique alters the liquid structure, the $g_\textrm{OO}(r)$s at 298K |
2125 |
+ |
and 1atm were determined for the systems compared in the previous |
2126 |
+ |
section. |
2127 |
+ |
|
2128 |
+ |
\begin{figure} |
2129 |
+ |
\includegraphics[width=\linewidth]{./figures/tip5peGofR.pdf} |
2130 |
+ |
\caption{The $g_\textrm{OO}(r)$s calculated for TIP5P-E at 298K and |
2131 |
+ |
1atm while using the Ewald summation (Ref. \cite{Rick04}) and the {\sc |
2132 |
+ |
sf} technique with varying parameters. Even with the reduced densities |
2133 |
+ |
using the {\sc sf} technique, the $g_\textrm{OO}(r)$s are essentially |
2134 |
+ |
identical.} |
2135 |
+ |
\label{fig:t5peGofRs} |
2136 |
+ |
\end{figure} |
2137 |
+ |
|
2138 |
+ |
The $g_\textrm{OO}(r)$s calculated for TIP5P-E while using the {\sc |
2139 |
+ |
sf} technique with a various parameters are overlaid on the |
2140 |
+ |
$g_\textrm{OO}(r)$ while using the Ewald summation. The differences in |
2141 |
+ |
density do not appear to have any effect on the liquid structure as |
2142 |
+ |
the $g_\textrm{OO}(r)$s are indistinquishable. These results indicate |
2143 |
+ |
that the $g_\textrm{OO}(r)$ is insensitive to the choice of |
2144 |
+ |
electrostatic correction. |
2145 |
+ |
|
2146 |
+ |
\subsection{Thermodynamic Properties} |
2147 |
+ |
|
2148 |
+ |
\subsection{Dynamic Properties} |
2149 |
+ |
|
2150 |
+ |
\section{Damping of Point Multipoles} |
2151 |
+ |
|
2152 |
+ |
\section{Damping and Dielectric Constants} |
2153 |
+ |
|
2154 |
+ |
\section{Conclusions}\label{sec:PairwiseConclusions} |
2155 |
+ |
|
2156 |
|
The above investigation of pairwise electrostatic summation techniques |
2157 |
|
shows that there are viable and computationally efficient alternatives |
2158 |
|
to the Ewald summation. These methods are derived from the damped and |
2205 |
|
required to obtain the level of accuracy most researchers have come to |
2206 |
|
expect. |
2207 |
|
|
2016 |
– |
\section{An Application: TIP5P-E Water} |
2017 |
– |
|
2018 |
– |
|
2208 |
|
\chapter{\label{chap:water}SIMPLE MODELS FOR WATER} |
2209 |
|
|
2210 |
|
\chapter{\label{chap:ice}PHASE BEHAVIOR OF WATER IN COMPUTER SIMULATIONS} |