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# Line 1 | Line 1
1   %\documentclass[prb,aps,twocolumn,tabularx]{revtex4}
2 < \documentclass[12pt]{article}
2 > \documentclass[11pt]{article}
3   %\usepackage{endfloat}
4   \usepackage{amsmath}
5   \usepackage{amssymb}
# Line 24 | Line 24 | studied methods with smooth particle-mesh Ewald.  Each
24   \begin{document}
25  
26   This document includes individual system-based comparisons of the
27 < studied methods with smooth particle-mesh Ewald.  Each of the seven
28 < systems comprises its own section and has its own discussion and
29 < tabular listing of the results for the $\Delta E$, force and torque
30 < vector magnitude, and force and torque vector direction comparisons.
27 > studied methods with smooth particle mesh Ewald {\sc spme}.  Each of
28 > the seven systems comprises its own section and has its own discussion
29 > and tabular listing of the results for the $\Delta E$, force and
30 > torque vector magnitude, and force and torque vector direction
31 > comparisons.
32  
33 < \section{\label{app-water}Liquid Water}
33 > \section{\label{app:water}Liquid Water}
34  
35 < 500 liquid state configurations were generated as described in the
36 < Methods section using the SPC/E model of water.\cite{Berendsen87} The
37 < results for the energy gap comparisons and the force and torque vector
38 < magnitude comparisons are shown in table \ref{tab:spce}.  The force
39 < and torque vector directionality results are displayed separately in
40 < table \ref{tab:spceAng}, where the effect of group-based cutoffs and
35 > The first system considered was liquid water at 300K using the SPC/E
36 > model of water.\cite{Berendsen87} The results for the energy gap
37 > comparisons and the force and torque vector magnitude comparisons are
38 > shown in table \ref{tab:spce}.  The force and torque vector
39 > directionality results are displayed separately in table
40 > \ref{tab:spceAng}, where the effect of group-based cutoffs and
41   switching functions on the {\sc sp} and {\sc sf} potentials are
42 < investigated.
42 > investigated.
43   \begin{table}[htbp]
44     \centering
45     \caption{Regression results for the liquid water system. Tabulated
# Line 66 | Line 67 | RF  &     & 0.971 & 0.958 & 0.975 & 0.987 & 0.959 & 0.
67      & 0.2 & 0.992 & 0.989 & 1.001 & 0.995 & 0.994 & 0.996 \\
68      & 0.3 & 0.984 & 0.980 & 0.996 & 0.985 & 0.982 & 0.987 \\
69   GSC &     & 0.918 & 0.862 & 0.852 & 0.756 & 0.801 & 0.700 \\
70 < RF  &     & 0.971 & 0.958 & 0.975 & 0.987 & 0.959 & 0.983 \\                              
70 <
70 > RF  &     & 0.971 & 0.958 & 0.975 & 0.987 & 0.959 & 0.983 \\                
71              \midrule
72
72   PC  &     & -1.647 & 0.000 & -0.127 & 0.000 & -0.979 & 0.000 \\
73   SP  & 0.0 & 0.735 & 0.368 & 0.813 & 0.537 & 0.865 & 0.659 \\
74      & 0.1 & 0.850 & 0.612 & 0.956 & 0.887 & 0.992 & 0.979 \\
# Line 81 | Line 80 | RF  &     & 0.999 & 0.995 & 1.000 & 0.999 & 1.000 & 1.
80      & 0.3 & 0.996 & 0.998 & 0.997 & 0.998 & 0.996 & 0.998 \\
81   GSC &     & 0.998 & 0.995 & 1.000 & 0.999 & 1.000 & 1.000 \\
82   RF  &     & 0.999 & 0.995 & 1.000 & 0.999 & 1.000 & 1.000 \\          
84
83              \midrule
86
84   PC  &     & 2.387 & 0.000 & 0.183 & 0.000 & 1.282 & 0.000 \\
85   SP  & 0.0 & 0.847 & 0.543 & 0.904 & 0.694 & 0.935 & 0.786 \\
86      & 0.1 & 0.922 & 0.749 & 0.980 & 0.934 & 0.996 & 0.988 \\
# Line 141 | Line 138 | For the most parts, the water results appear to parall
138     \label{tab:spceAng}
139   \end{table}
140  
141 < For the most parts, the water results appear to parallel the combined
142 < results seen in the discussion in the main paper.  There is good
143 < agreement with SPME in both energetic and dynamic behavior when using
144 < the {\sc sf} method with and without damping. The {\sc sp} method does
145 < well with an $\alpha$ around 0.2 \AA$^{-1}$, particularly with cutoff
146 < radii greater than 12 \AA. The results for both of these methods also
150 < begin to decay as damping gets too large.
141 > The water results appear to parallel the combined results seen in the
142 > discussion section of the main paper.  There is good agreement with
143 > {\sc spme} in both energetic and dynamic behavior when using the {\sc sf}
144 > method with and without damping. The {\sc sp} method does well with an
145 > $\alpha$ around 0.2 \AA$^{-1}$, particularly with cutoff radii greater
146 > than 12 \AA. Overdamping the electrostatics reduces the agreement between both these methods and {\sc spme}.
147  
148 < The pure cutoff (PC) method performs poorly, as seen in the main
149 < discussion section.  In contrast to the combined values, however, the
150 < use of a switching function and group based cutoffs really improves
151 < the results for these neutral water molecules.  The group switched
152 < cutoff (GSC) shows mimics the energetics of SPME more poorly than the
153 < {\sc sp} (with moderate damping) and {\sc sf} methods, but the
154 < dynamics are quite good.  The switching functions corrects
155 < discontinuities in the potential and forces, leading to the improved
156 < results.  Such improvements with the use of a switching function has
157 < been recognized in previous studies,\cite{Andrea83,Steinbach94} and it
158 < is a useful tactic for stably incorporating local area electrostatic
159 < effects.
164 <
165 < The reaction field (RF) method simply extends the results observed in
166 < the GSC case.  Both methods are similar in form (i.e. neutral groups,
167 < switching function), but RF incorporates an added effect from the
168 < external dielectric. This similarity translates into the same good
169 < dynamic results and improved energetic results.  These still fall
170 < short of the moderately damped {\sc sp} and {\sc sf} methods, but they
171 < display how incorporating some implicit properties of the surroundings
172 < (i.e. $\epsilon_\textrm{S}$) can improve results.
148 > The pure cutoff ({\sc pc}) method performs poorly, again mirroring the
149 > observations in the main portion of this paper.  In contrast to the
150 > combined values, however, the use of a switching function and group
151 > based cutoffs greatly improves the results for these neutral water
152 > molecules.  The group switched cutoff ({\sc gsc}) does not mimic the
153 > energetics of {\sc spme} as well as the {\sc sp} (with moderate
154 > damping) and {\sc sf} methods, but the dynamics are quite good.  The
155 > switching functions correct discontinuities in the potential and
156 > forces, leading to these improved results.  Such improvements with the
157 > use of a switching function have been recognized in previous
158 > studies,\cite{Andrea83,Steinbach94} and this proves to be a useful
159 > tactic for stably incorporating local area electrostatic effects.
160  
161 < A final note for the liquid water system, use of group cutoffs and a
162 < switching function also leads to noticeable improvements in the {\sc
163 < sp} and {\sc sf} methods, primarily in directionality of the force and
164 < torque vectors (table \ref{tab:spceAng}).  {\sc sp} shows significant
165 < narrowing of the angle distribution in the cases with little to no
166 < damping and only modest improvement for the ideal conditions ($\alpha$
167 < = 0.2 \AA${-1}$ and $R_\textrm{c} \geqslant 12$~\AA).  The {\sc sf}
168 < method simply shows modest narrowing across all damping and cutoff
169 < ranges of interest.  Group cutoffs and the switching function do
183 < nothing for cases were error is introduced by overdamping the
184 < potentials.
161 > The reaction field ({\sc rf}) method simply extends upon the results
162 > observed in the {\sc gsc} case.  Both methods are similar in form
163 > (i.e. neutral groups, switching function), but {\sc rf} incorporates
164 > an added effect from the external dielectric. This similarity
165 > translates into the same good dynamic results and improved energetic
166 > agreement with {\sc spme}.  Though this agreement is not to the level
167 > of the moderately damped {\sc sp} and {\sc sf} methods, these results
168 > show how incorporating some implicit properties of the surroundings
169 > (i.e. $\epsilon_\textrm{S}$) can improve the solvent depiction.
170  
171 < \section{\label{app-ice}Solid Water: Ice I$_\textrm{c}$}
171 > As a final note for the liquid water system, use of group cutoffs and a
172 > switching function leads to noticeable improvements in the {\sc sp}
173 > and {\sc sf} methods, primarily in directionality of the force and
174 > torque vectors (table \ref{tab:spceAng}). The {\sc sp} method shows
175 > significant narrowing of the angle distribution when using little to
176 > no damping and only modest improvement for the recommended conditions
177 > ($\alpha$ = 0.2 \AA${-1}$ and $R_\textrm{c} \geqslant 12$~\AA).  The
178 > {\sc sf} method shows modest narrowing across all damping and cutoff
179 > ranges of interest.  When overdamping these methods, group cutoffs and
180 > the switching function do not improve the force and torque
181 > directionalities.
182  
183 + \section{\label{app:ice}Solid Water: Ice I$_\textrm{c}$}
184 +
185   In addition to the disordered molecular system above, the ordered
186   molecular system of ice I$_\textrm{c}$ was also considered. The
187   results for the energy gap comparisons and the force and torque vector
# Line 287 | Line 284 | Highly ordered systems are a difficult test for the pa
284     \label{tab:iceAng}
285   \end{table}
286  
287 < Highly ordered systems are a difficult test for the pairwise systems
288 < in that they lack the periodicity inherent to the Ewald summation.  As
289 < expected, the energy gap agreement with SPME reduces for the {\sc sp}
290 < and {\sc sf} with parameters that were perfectly acceptable for the
291 < disordered liquid system.  Moving to higher $R_\textrm{c}$ remedies
292 < this degraded performance, though at increase in computational cost.
293 < However, the dynamics of this crystalline system (both in magnitude
294 < and direction) are little affected. Both methods still reproduce the
295 < Ewald behavior with the same parameter recommendations from the
296 < previous section.
287 > Highly ordered systems are a difficult test for the pairwise methods
288 > in that they lack the periodicity term of the Ewald summation.  As
289 > expected, the energy gap agreement with {\sc spme} is reduced for the
290 > {\sc sp} and {\sc sf} methods with parameters that were acceptable for
291 > the disordered liquid system.  Moving to higher $R_\textrm{c}$ helps
292 > improve the agreement, though at an increase in computational cost.
293 > The dynamics of this crystalline system (both in magnitude and
294 > direction) are little affected. Both methods still reproduce the Ewald
295 > behavior with the same parameter recommendations from the previous
296 > section.
297  
298 < It is also worth noting that RF exhibits a slightly improved energy
299 < gap results over the liquid water system.  One possible explanation is
298 > It is also worth noting that {\sc rf} exhibits improved energy gap
299 > results over the liquid water system.  One possible explanation is
300   that the ice I$_\textrm{c}$ crystal is ordered such that the net
301   dipole moment of the crystal is zero.  With $\epsilon_\textrm{S} =
302   \infty$, the reaction field incorporates this structural organization
303   by actively enforcing a zeroed dipole moment within each cutoff
304   sphere.  
305  
306 < \section{\label{app-melt}NaCl Melt}
306 > \section{\label{app:melt}NaCl Melt}
307  
308   A high temperature NaCl melt was tested to gauge the accuracy of the
309 < pairwise summation methods in a highly charge disordered system. The
310 < results for the energy gap comparisons and the force and torque vector
311 < magnitude comparisons are shown in table \ref{tab:melt}.  The force
312 < and torque vector directionality results are displayed separately in
313 < table \ref{tab:meltAng}, where the effect of group-based cutoffs and
317 < switching functions on the {\sc sp} and {\sc sf} potentials are
318 < investigated.
309 > pairwise summation methods in a charged disordered system. The results
310 > for the energy gap comparisons and the force vector magnitude
311 > comparisons are shown in table \ref{tab:melt}.  The force vector
312 > directionality results are displayed separately in table
313 > \ref{tab:meltAng}.
314  
315   \begin{table}[htbp]
316     \centering
# Line 378 | Line 373 | The molten NaCl system shows the a
373     \label{tab:meltAng}
374   \end{table}
375  
376 < The molten NaCl system shows the a
376 > The molten NaCl system shows more sensitivity to the electrostatic
377 > damping than the water systems. The most noticeable point is that the
378 > undamped {\sc sf} method does very well at replicating the {\sc spme}
379 > configurational energy differences and forces. Light damping appears
380 > to minimally improve the dynamics, but this comes with a deterioration
381 > of the energy gap results. In contrast, this light damping improves
382 > the {\sc sp} energy gaps and forces. Moderate and heavy electrostatic
383 > damping reduce the agreement with {\sc spme} for both methods. From
384 > these observations, the undamped {\sc sf} method is the best choice
385 > for disordered systems of charges.
386  
387 < \section{\label{app-salt}NaCl Crystal}
387 > \section{\label{app:salt}NaCl Crystal}
388  
389   A 1000K NaCl crystal was used to investigate the accuracy of the
390   pairwise summation methods in an ordered system of charged
391   particles. The results for the energy gap comparisons and the force
392 < and torque vector magnitude comparisons are shown in table
393 < \ref{tab:salt}.  The force and torque vector directionality results
394 < are displayed separately in table \ref{tab:saltAng}, where the effect
391 < of group-based cutoffs and switching functions on the {\sc sp} and
392 < {\sc sf} potentials are investigated.
392 > vector magnitude comparisons are shown in table \ref{tab:salt}.  The
393 > force vector directionality results are displayed separately in table
394 > \ref{tab:saltAng}.
395  
396   \begin{table}[htbp]
397     \centering
# Line 459 | Line 461 | SF  & 0.0 & 10.025 & 3.555 & 1.648 \\
461     \label{tab:saltAng}
462   \end{table}
463  
464 < \section{\label{app-sol1}Weak NaCl Solution}
464 > The crystalline NaCl system is the most challenging test case for the
465 > pairwise summation methods, as evidenced by the results in tables
466 > \ref{tab:salt} and \ref{tab:saltAng}. The undamped and weakly damped
467 > {\sc sf} methods with a 12 \AA\ cutoff radius seem to be the best
468 > choices. These methods match well with {\sc spme} across the energy
469 > gap, force magnitude, and force directionality tests.  The {\sc sp}
470 > method struggles in all cases, with the exception of good dynamics
471 > reproduction when using weak electrostatic damping with a large cutoff
472 > radius.
473  
474 + The moderate electrostatic damping case is not as good as we would
475 + expect given the long-time dynamics results observed for this
476 + system. Since the data tabulated in tables \ref{tab:salt} and
477 + \ref{tab:saltAng} are a test of instantaneous dynamics, this indicates
478 + that good long-time dynamics comes in part at the expense of
479 + short-time dynamics.
480 +
481 + \section{\label{app:solnWeak}Weak NaCl Solution}
482 +
483   In an effort to bridge the charged atomic and neutral molecular
484   systems, Na$^+$ and Cl$^-$ ion charge defects were incorporated into
485   the liquid water system. This low ionic strength system consists of 4
# Line 478 | Line 497 | GSC = Group Switched Cutoff, RF = Reaction Field (wher
497   system. Tabulated results include $\Delta E$ values (top set), force
498   vector magnitudes (middle set) and torque vector magnitudes (bottom
499   set).  PC = Pure Cutoff, SP = Shifted Potential, SF = Shifted Force,
500 < GSC = Group Switched Cutoff, RF = Reaction Field (where $\varepsilon
501 < \approx \infty$), GSSP = Group Switched Shifted Potential, and GSSF =
483 < Group Switched Shifted Force.}  
500 > GSC = Group Switched Cutoff, and RF = Reaction Field (where $\varepsilon
501 > \approx \infty$).}      
502     \begin{tabular}{@{} ccrrrrrr @{}}
503        \\
504        \toprule
# Line 571 | Line 589 | GSSF  & 0.0 & 1.541 & 0.301 & 0.096 & 6.407 & 1.316 &
589     \label{tab:solnWeakAng}
590   \end{table}
591  
592 < \section{\label{app-sol10}Strong NaCl Solution}
592 > Because this system is a perturbation of the pure liquid water system,
593 > comparisons are best drawn between these two sets. The {\sc sp} and
594 > {\sc sf} methods are not significantly affected by the inclusion of a
595 > few ions. The aspect of cutoff sphere neutralization aids in the
596 > smooth incorporation of these ions; thus, all of the observations
597 > regarding these methods carry over from section \ref{app:water}. The
598 > differences between these systems are more visible for the {\sc rf}
599 > method. Though good force agreement is still maintained, the energy
600 > gaps show a significant increase in the data scatter. This foreshadows
601 > the breakdown of the method as we introduce charged inhomogeneities.
602  
603 + \section{\label{app:solnStr}Strong NaCl Solution}
604 +
605   The bridging of the charged atomic and neutral molecular systems was
606 < furthered by considering a high ionic strength system consisting of 40
607 < ions in the 1000 SPC/E water solvent ($\approx$1.1 M). The results for
608 < the energy gap comparisons and the force and torque vector magnitude
609 < comparisons are shown in table \ref{tab:solnWeak}.  The force and
610 < torque vector directionality results are displayed separately in table
611 < \ref{tab:solnWeakAng}, where the effect of group-based cutoffs and
612 < switching functions on the {\sc sp} and {\sc sf} potentials are
613 < investigated.
606 > further developed by considering a high ionic strength system
607 > consisting of 40 ions in the 1000 SPC/E water solvent ($\approx$1.1
608 > M). The results for the energy gap comparisons and the force and
609 > torque vector magnitude comparisons are shown in table
610 > \ref{tab:solnStr}.  The force and torque vector directionality
611 > results are displayed separately in table \ref{tab:solnStrAng}, where
612 > the effect of group-based cutoffs and switching functions on the {\sc
613 > sp} and {\sc sf} potentials are investigated.
614  
615   \begin{table}[htbp]
616     \centering
# Line 676 | Line 705 | GSSF  & 0.0 & 2.494 & 0.546 & 0.217 & 16.391 & 3.230 &
705     \label{tab:solnStrAng}
706   \end{table}
707  
708 < \section{\label{app-argon}Argon Sphere in Water}
708 > The {\sc rf} method struggles with the jump in ionic strength. The
709 > configuration energy differences degrade to unusable levels while the
710 > forces and torques show a more modest reduction in the agreement with
711 > {\sc spme}. The {\sc rf} method was designed for homogeneous systems,
712 > and this attribute is apparent in these results.
713  
714 < The final model system studied was 6 \AA\ sphere of Argon solvated by
715 < SPC/E water. The results for the energy gap comparisons and the force
716 < and torque vector magnitude comparisons are shown in table
717 < \ref{tab:solnWeak}.  The force and torque vector directionality
718 < results are displayed separately in table \ref{tab:solnWeakAng}, where
714 > The {\sc sp} and {\sc sf} methods require larger cutoffs to maintain
715 > their agreement with {\sc spme}. With these results, we still
716 > recommend no to moderate damping for the {\sc sf} method and moderate
717 > damping for the {\sc sp} method, both with cutoffs greater than 12
718 > \AA.
719 >
720 > \section{\label{app:argon}Argon Sphere in Water}
721 >
722 > The final model system studied was a 6 \AA\ sphere of Argon solvated
723 > by SPC/E water. The results for the energy gap comparisons and the
724 > force and torque vector magnitude comparisons are shown in table
725 > \ref{tab:argon}.  The force and torque vector directionality
726 > results are displayed separately in table \ref{tab:argonAng}, where
727   the effect of group-based cutoffs and switching functions on the {\sc
728   sp} and {\sc sf} potentials are investigated.
729  
730   \begin{table}[htbp]
731     \centering
732 <   \caption{Regression results for the 6 \AA\ argon sphere in liquid
732 >   \caption{Regression results for the 6 \AA\ Argon sphere in liquid
733   water system. Tabulated results include $\Delta E$ values (top set),
734   force vector magnitudes (middle set) and torque vector magnitudes
735   (bottom set).  PC = Pure Cutoff, SP = Shifted Potential, SF = Shifted
# Line 747 | Line 788 | argon in liquid water system.  PC = Pure Cutoff, SP =
788     \centering
789     \caption{Variance results from Gaussian fits to angular
790   distributions of the force and torque vectors in the 6 \AA\ sphere of
791 < argon in liquid water system.  PC = Pure Cutoff, SP = Shifted
791 > Argon in liquid water system.  PC = Pure Cutoff, SP = Shifted
792   Potential, SF = Shifted Force, GSC = Group Switched Cutoff, RF =
793   Reaction Field (where $\varepsilon \approx \infty$), GSSP = Group
794   Switched Shifted Potential, and GSSF = Group Switched Shifted Force.}  
# Line 784 | Line 825 | GSSF  & 0.0 & 1.173 & 0.292 & 0.113 & 3.452 & 1.347 &
825     \label{tab:argonAng}
826   \end{table}
827  
828 + This system does not appear to show any significant deviations from
829 + the previously observed results. The {\sc sp} and {\sc sf} methods
830 + have aggrements similar to those observed in section
831 + \ref{app:water}. The only significant difference is the improvement
832 + in the configuration energy differences for the {\sc rf} method. This
833 + is surprising in that we are introducing an inhomogeneity to the
834 + system; however, this inhomogeneity is charge-neutral and does not
835 + result in charged cutoff spheres. The charge-neutrality of the cutoff
836 + spheres, which the {\sc sp} and {\sc sf} methods explicitly enforce,
837 + seems to play a greater role in the stability of the {\sc rf} method
838 + than the required homogeneity of the environment.
839 +
840   \newpage
841  
842   \bibliographystyle{jcp2}

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