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# Line 77 | Line 77 | accurately incorporate their effect, and since the com
77   leading to an effect excluded from the pair interactions within a unit
78   box.  In large systems, excessively large cutoffs need to be used to
79   accurately incorporate their effect, and since the computational cost
80 < increases proportionally with the cutoff sphere, it quickly becomes an
81 < impractical task to perform these calculations.
80 > increases proportionally with the cutoff sphere, it quickly becomes
81 > very time-consuming to perform these calculations.
82  
83 + There have been many efforts to address this issue of both proper and
84 + practical handling of electrostatic interactions, and these have
85 + resulted in the availability of a variety of
86 + techniques.\cite{Roux99,Sagui99,Tobias01} These are typically
87 + classified as implicit methods (i.e., continuum dielectrics, static
88 + dipolar fields),\cite{Born20,Grossfield00} explicit methods (i.e.,
89 + Ewald summations, interaction shifting or
90 + truncation),\cite{Ewald21,Steinbach94} or a mixture of the two (i.e.,
91 + reaction field type methods, fast multipole
92 + methods).\cite{Onsager36,Rokhlin85} The explicit or mixed methods are
93 + often preferred because they incorporate dynamic solvent molecules in
94 + the system of interest, but these methods are sometimes difficult to
95 + utilize because of their high computational cost.\cite{Roux99} In
96 + addition to this cost, there has been some question of the inherent
97 + periodicity of the explicit Ewald summation artificially influencing
98 + systems dynamics.\cite{Tobias01}
99 +
100 + In this paper, we focus on the common mixed and explicit methods of
101 + reaction filed and smooth particle mesh
102 + Ewald\cite{Onsager36,Essmann99} and a new set of shifted methods
103 + devised by Wolf {\it et al.} which we further extend.\cite{Wolf99}
104 + These new methods for handling electrostatics are quite
105 + computationally efficient, since they involve only a simple
106 + modification to the direct pairwise sum, and they lack the added
107 + periodicity of the Ewald sum. Below, these methods are evaluated using
108 + a variety of model systems and comparison methodologies to establish
109 + their usability in molecular simulations.
110 +
111   \subsection{The Ewald Sum}
112 < The complete accumulation electrostatic interactions in a system with periodic boundary conditions (PBC) requires the consideration of the effect of all charges within a simulation box, as well as those in the periodic replicas,
112 > The complete accumulation electrostatic interactions in a system with
113 > periodic boundary conditions (PBC) requires the consideration of the
114 > effect of all charges within a simulation box, as well as those in the
115 > periodic replicas,
116   \begin{equation}
117   V_\textrm{elec} = \frac{1}{2} {\sum_{\mathbf{n}}}^\prime \left[ \sum_{i=1}^N\sum_{j=1}^N \phi\left( \mathbf{r}_{ij} + L\mathbf{n},\bm{\Omega}_i,\bm{\Omega}_j\right) \right],
118   \label{eq:PBCSum}
119   \end{equation}
120 < where the sum over $\mathbf{n}$ is a sum over all periodic box replicas
121 < with integer coordinates $\mathbf{n} = (l,m,n)$, and the prime indicates
122 < $i = j$ are neglected for $\mathbf{n} = 0$.\cite{deLeeuw80} Within the
123 < sum, $N$ is the number of electrostatic particles, $\mathbf{r}_{ij}$ is
124 < $\mathbf{r}_j - \mathbf{r}_i$, $L$ is the cell length, $\bm{\Omega}_{i,j}$ are
125 < the Euler angles for $i$ and $j$, and $\phi$ is Poisson's equation
126 < ($\phi(\mathbf{r}_{ij}) = q_i q_j |\mathbf{r}_{ij}|^{-1}$ for charge-charge
127 < interactions). In the case of monopole electrostatics,
128 < eq. (\ref{eq:PBCSum}) is conditionally convergent and is discontiuous
129 < for non-neutral systems.
120 > where the sum over $\mathbf{n}$ is a sum over all periodic box
121 > replicas with integer coordinates $\mathbf{n} = (l,m,n)$, and the
122 > prime indicates $i = j$ are neglected for $\mathbf{n} =
123 > 0$.\cite{deLeeuw80} Within the sum, $N$ is the number of electrostatic
124 > particles, $\mathbf{r}_{ij}$ is $\mathbf{r}_j - \mathbf{r}_i$, $L$ is
125 > the cell length, $\bm{\Omega}_{i,j}$ are the Euler angles for $i$ and
126 > $j$, and $\phi$ is Poisson's equation ($\phi(\mathbf{r}_{ij}) = q_i
127 > q_j |\mathbf{r}_{ij}|^{-1}$ for charge-charge interactions). In the
128 > case of monopole electrostatics, eq. (\ref{eq:PBCSum}) is
129 > conditionally convergent and is discontinuous for non-neutral systems.
130  
131   This electrostatic summation problem was originally studied by Ewald
132   for the case of an infinite crystal.\cite{Ewald21}. The approach he
# Line 145 | Line 176 | real-space or reciprocal space portion of the summatio
176   direct and reciprocal-space portions of the summation.  The choice of
177   the magnitude of this value allows one to select whether the
178   real-space or reciprocal space portion of the summation is an
179 < $\mathscr{O}(N^2)$ calcualtion (with the other being
179 > $\mathscr{O}(N^2)$ calculation (with the other being
180   $\mathscr{O}(N)$).\cite{Sagui99} With appropriate choice of $\alpha$
181   and thoughtful algorithm development, this cost can be brought down to
182   $\mathscr{O}(N^{3/2})$.\cite{Perram88} The typical route taken to
# Line 181 | Line 212 | considering the use of the Ewald summation where the i
212   artificially stabilized by the periodic replicas introduced by the
213   Ewald summation.\cite{Weber00} Thus, care ought to be taken when
214   considering the use of the Ewald summation where the intrinsic
215 < perodicity may negatively affect the system dynamics.
215 > periodicity may negatively affect the system dynamics.
216  
217  
218   \subsection{The Wolf and Zahn Methods}
# Line 199 | Line 230 | the real-space portion of the Ewald sum) to aid conver
230   and a distance-dependent damping function (identical to that seen in
231   the real-space portion of the Ewald sum) to aid convergence
232   \begin{equation}
233 < V_{\textrm{Wolf}}(r_{ij})= \frac{q_iq_j \textrm{erfc}(\alpha r_{ij})}{r_{ij}}-\lim_{r_{ij}\rightarrow R_\textrm{c}}\left\{\frac{q_iq_j \textrm{erfc}(\alpha r_{ij})}{r_{ij}}\right\}.
233 > V_{\textrm{Wolf}}(r_{ij})= \frac{q_i q_j \textrm{erfc}(\alpha r_{ij})}{r_{ij}}-\lim_{r_{ij}\rightarrow R_\textrm{c}}\left\{\frac{q_iq_j \textrm{erfc}(\alpha r_{ij})}{r_{ij}}\right\}.
234   \label{eq:WolfPot}
235   \end{equation}
236   Eq. (\ref{eq:WolfPot}) is essentially the common form of a shifted
# Line 542 | Line 573 | between those computed from the particular method and
573   investigated through measurement of the angle ($\theta$) formed
574   between those computed from the particular method and those from SPME,
575   \begin{equation}
576 < \theta_f = \cos^{-1} \hat{f}_\textrm{SPME} \cdot \hat{f}_\textrm{Method},
576 > \theta_f = \cos^{-1} \left(\hat{f}_\textrm{SPME} \cdot \hat{f}_\textrm{Method}\right),
577   \end{equation}
578   where $\hat{f}_\textrm{M}$ is the unit vector pointing along the
579   force vector computed using method $M$.  
# Line 630 | Line 661 | snapshots were taken at regular intervals from higher
661   Generation of the system configurations was dependent on the system
662   type.  For the solid and liquid water configurations, configuration
663   snapshots were taken at regular intervals from higher temperature 1000
664 < SPC/E water molecule trajectories and each equilibrated individually.
665 < The solid and liquid NaCl systems consisted of 500 Na+ and 500 Cl-
666 < ions and were selected and equilibrated in the same fashion as the
667 < water systems.  For the low and high ionic strength NaCl solutions, 4
668 < and 40 ions were first solvated in a 1000 water molecule boxes
669 < respectively.  Ion and water positions were then randomly swapped, and
670 < the resulting configurations were again equilibrated individually.
671 < Finally, for the Argon/Water "charge void" systems, the identities of
672 < all the SPC/E waters within 6 \AA\ of the center of the equilibrated
673 < water configurations were converted to argon
674 < (Fig. \ref{fig:argonSlice}).
664 > SPC/E water molecule trajectories and each equilibrated
665 > individually.\cite{Berendsen87} The solid and liquid NaCl systems
666 > consisted of 500 Na+ and 500 Cl- ions and were selected and
667 > equilibrated in the same fashion as the water systems.  For the low
668 > and high ionic strength NaCl solutions, 4 and 40 ions were first
669 > solvated in a 1000 water molecule boxes respectively.  Ion and water
670 > positions were then randomly swapped, and the resulting configurations
671 > were again equilibrated individually.  Finally, for the Argon/Water
672 > "charge void" systems, the identities of all the SPC/E waters within 6
673 > \AA\ of the center of the equilibrated water configurations were
674 > converted to argon (Fig. \ref{fig:argonSlice}).
675  
676   \begin{figure}
677   \centering
# Line 695 | Line 726 | realistic results using an unmodified cutoff.  This is
726  
727   In this figure, it is apparent that it is unreasonable to expect
728   realistic results using an unmodified cutoff.  This is not all that
729 < surprising since this results in large energy fluctuations as atoms
730 < move in and out of the cutoff radius.  These fluctuations can be
731 < alleviated to some degree by using group based cutoffs with a
732 < switching function.\cite{Steinbach94} The Group Switch Cutoff row
733 < doesn't show a significant improvement in this plot because the salt
734 < and salt solution systems contain non-neutral groups, see the
729 > surprising since this results in large energy fluctuations as atoms or
730 > molecules move in and out of the cutoff radius.\cite{Rahman71,Adams79}
731 > These fluctuations can be alleviated to some degree by using group
732 > based cutoffs with a switching
733 > function.\cite{Adams79,Steinbach94,Leach01} The Group Switch Cutoff
734 > row doesn't show a significant improvement in this plot because the
735 > salt and salt solution systems contain non-neutral groups, see the
736   accompanying supporting information for a comparison where all groups
737   are neutral.
738  
739   Correcting the resulting charged cutoff sphere is one of the purposes
740   of the damped Coulomb summation proposed by Wolf \textit{et
741   al.},\cite{Wolf99} and this correction indeed improves the results as
742 < seen in the Shifted-Potental rows.  While the undamped case of this
742 > seen in the {\sc sp} rows.  While the undamped case of this
743   method is a significant improvement over the pure cutoff, it still
744   doesn't correlate that well with SPME.  Inclusion of potential damping
745   improves the results, and using an $\alpha$ of 0.2 \AA $^{-1}$ shows
# Line 920 | Line 952 | the point charges for the pairwise summation methods;
952   increased, these peaks are smoothed out, and approach the SPME
953   curve. The damping acts as a distance dependent Gaussian screening of
954   the point charges for the pairwise summation methods; thus, the
955 < collisions are more elastic in the undamped {\sc sf} potental, and the
955 > collisions are more elastic in the undamped {\sc sf} potential, and the
956   stiffness of the potential is diminished as the electrostatic
957   interactions are softened by the damping function.  With $\alpha$
958   values of 0.2 \AA$^{-1}$, the {\sc sf} and {\sc sp} functions are

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