| 417 |
|
average will match the ensemble average, therefore two similar |
| 418 |
|
trajectories in phase space should give matching statistical averages. |
| 419 |
|
|
| 420 |
< |
\subsection{\label{introSec:MDfurtheeeeer}Further Considerations} |
| 420 |
> |
\subsection{\label{introSec:MDfurther}Further Considerations} |
| 421 |
|
In the simulations presented in this research, a few additional |
| 422 |
|
parameters are needed to describe the motions. The simulations |
| 423 |
|
involving water and phospholipids in Chapt.~\ref{chaptLipids} are |
| 428 |
|
$z$-axis, and $\theta$ is a rotation about the new $x$-axis, and |
| 429 |
|
$\psi$ is a final rotation about the new $z$-axis (see |
| 430 |
|
Fig.~\ref{introFig:euleerAngles}). This sequence of rotations can be |
| 431 |
< |
accumulated into a single $3\time3$ matrix $\underline{\mathbf{A}}$ |
| 431 |
> |
accumulated into a single $3 \times 3$ matrix $\mathbf{A}$ |
| 432 |
|
defined as follows: |
| 433 |
|
\begin{equation} |
| 434 |
|
eq here |
| 443 |
|
\end{equation} |
| 444 |
|
Where $\omega^s_i$ is the angular velocity in the lab space frame |
| 445 |
|
along cartesian coordinate $i$. However, a difficulty arises when |
| 446 |
< |
attempting to integrate Eq.~\ref{introEq:MDeuleerPhi} and |
| 446 |
> |
attempting to integrate Eq.~\ref{introEq:MDeulerPhi} and |
| 447 |
|
Eq.~\ref{introEq:MDeulerPsi}. The $\frac{1}{\sin \theta}$ present in |
| 448 |
|
both equations means there is a non-physical instability present when |
| 449 |
|
$\theta$ is 0 or $\pi$. |
| 450 |
|
|
| 451 |
|
To correct for this, the simulations integrate the rotation matrix, |
| 452 |
< |
$\underline{\mathbf{A}}$, directly, thus avoiding the instability. |
| 452 |
> |
$\mathbf{A}$, directly, thus avoiding the instability. |
| 453 |
|
This method was proposed by Dullwebber |
| 454 |
|
\emph{et. al.}\cite{Dullwebber:1997}, and is presented in |
| 455 |
|
Sec.~\ref{introSec:MDsymplecticRot}. |
| 456 |
|
|
| 457 |
|
\subsubsection{\label{introSec:MDliouville}Liouville Propagator} |
| 458 |
|
|
| 459 |
+ |
Before discussing the integration of the rotation matrix, it is |
| 460 |
+ |
necessary to understand the construction of a ``good'' integration |
| 461 |
+ |
scheme. It has been previously |
| 462 |
+ |
discussed(Sec.~\ref{introSec:MDintegrate}) how it is desirable for an |
| 463 |
+ |
integrator to be symplectic, or time reversible. The following is an |
| 464 |
+ |
outline of the Trotter factorization of the Liouville Propagator as a |
| 465 |
+ |
scheme for generating symplectic integrators. \cite{Tuckerman:1992} |
| 466 |
|
|
| 467 |
+ |
For a system with $f$ degrees of freedom the Liouville operator can be |
| 468 |
+ |
defined as, |
| 469 |
+ |
\begin{equation} |
| 470 |
+ |
eq here |
| 471 |
+ |
\label{introEq:LiouvilleOperator} |
| 472 |
+ |
\end{equation} |
| 473 |
+ |
Here, $r_j$ and $p_j$ are the position and conjugate momenta of a |
| 474 |
+ |
degree of freedom, and $f_j$ is the force on that degree of freedom. |
| 475 |
+ |
$\Gamma$ is defined as the set of all positions nad conjugate momenta, |
| 476 |
+ |
$\{r_j,p_j\}$, and the propagator, $U(t)$, is defined |
| 477 |
+ |
\begin {equation} |
| 478 |
+ |
eq here |
| 479 |
+ |
\label{introEq:Lpropagator} |
| 480 |
+ |
\end{equation} |
| 481 |
+ |
This allows the specification of $\Gamma$ at any time $t$ as |
| 482 |
+ |
\begin{equation} |
| 483 |
+ |
eq here |
| 484 |
+ |
\label{introEq:Lp2} |
| 485 |
+ |
\end{equation} |
| 486 |
+ |
It is important to note, $U(t)$ is a unitary operator meaning |
| 487 |
+ |
\begin{equation} |
| 488 |
+ |
U(-t)=U^{-1}(t) |
| 489 |
+ |
\label{introEq:Lp3} |
| 490 |
+ |
\end{equation} |
| 491 |
+ |
|
| 492 |
+ |
Decomposing $L$ into two parts, $iL_1$ and $iL_2$, one can use the |
| 493 |
+ |
Trotter theorem to yield |
| 494 |
+ |
\begin{equation} |
| 495 |
+ |
eq here |
| 496 |
+ |
\label{introEq:Lp4} |
| 497 |
+ |
\end{equation} |
| 498 |
+ |
Where $\Delta t = \frac{t}{P}$. |
| 499 |
+ |
With this, a discrete time operator $G(\Delta t)$ can be defined: |
| 500 |
+ |
\begin{equation} |
| 501 |
+ |
eq here |
| 502 |
+ |
\label{introEq:Lp5} |
| 503 |
+ |
\end{equation} |
| 504 |
+ |
Because $U_1(t)$ and $U_2(t)$ are unitary, $G|\Delta t)$ is also |
| 505 |
+ |
unitary. Meaning an integrator based on this factorization will be |
| 506 |
+ |
reversible in time. |
| 507 |
+ |
|
| 508 |
+ |
As an example, consider the following decomposition of $L$: |
| 509 |
+ |
\begin{equation} |
| 510 |
+ |
eq here |
| 511 |
+ |
\label{introEq:Lp6} |
| 512 |
+ |
\end{equation} |
| 513 |
+ |
Operating $G(\Delta t)$ on $\Gamma)0)$, and utilizing the operator property |
| 514 |
+ |
\begin{equation} |
| 515 |
+ |
eq here |
| 516 |
+ |
\label{introEq:Lp8} |
| 517 |
+ |
\end{equation} |
| 518 |
+ |
Where $c$ is independent of $q$. One obtains the following: |
| 519 |
+ |
\begin{equation} |
| 520 |
+ |
eq here |
| 521 |
+ |
\label{introEq:Lp8} |
| 522 |
+ |
\end{equation} |
| 523 |
+ |
Or written another way, |
| 524 |
+ |
\begin{equation} |
| 525 |
+ |
eq here |
| 526 |
+ |
\label{intorEq:Lp9} |
| 527 |
+ |
\end{equation} |
| 528 |
+ |
This is the velocity Verlet formulation presented in |
| 529 |
+ |
Sec.~\ref{introSec:MDintegrate}. Because this integration scheme is |
| 530 |
+ |
comprised of unitary propagators, it is symplectic, and therefore area |
| 531 |
+ |
preserving in phase space. From the preceeding fatorization, one can |
| 532 |
+ |
see that the integration of the equations of motion would follow: |
| 533 |
+ |
\begin{enumerate} |
| 534 |
+ |
\item calculate the velocities at the half step, $\frac{\Delta t}{2}$, from the forces calculated at the initial position. |
| 535 |
+ |
|
| 536 |
+ |
\item Use the half step velocities to move positions one whole step, $\Delta t$. |
| 537 |
+ |
|
| 538 |
+ |
\item Evaluate the forces at the new positions, $\mathbf{r}(\Delta t)$, and use the new forces to complete the velocity move. |
| 539 |
+ |
|
| 540 |
+ |
\item Repeat from step 1 with the new position, velocities, and forces assuming the roles of the initial values. |
| 541 |
+ |
\end{enumerate} |
| 542 |
+ |
|
| 543 |
+ |
\subsubsection{\label{introSec:MDsymplecticRot} Symplectic Propagation of the Rotation Matrix} |
| 544 |
+ |
|
| 545 |
+ |
Based on the factorization from the previous section, |
| 546 |
+ |
Dullweber\emph{et al.}\cite{Dullweber:1997}~ proposed a scheme for the |
| 547 |
+ |
symplectic propagation of the rotation matrix, $\mathbf{A}$, as an |
| 548 |
+ |
alternative method for the integration of orientational degrees of |
| 549 |
+ |
freedom. The method starts with a straightforward splitting of the |
| 550 |
+ |
Liouville operator: |
| 551 |
+ |
\begin{equation} |
| 552 |
+ |
eq here |
| 553 |
+ |
\label{introEq:SR1} |
| 554 |
+ |
\end{equation} |
| 555 |
+ |
Where $\boldsymbol{\tau}(\mathbf{A})$ are the tourques of the system |
| 556 |
+ |
due to the configuration, and $\boldsymbol{/pi}$ are the conjugate |
| 557 |
+ |
angular momenta of the system. The propagator, $G(\Delta t)$, becomes |
| 558 |
+ |
\begin{equation} |
| 559 |
+ |
eq here |
| 560 |
+ |
\label{introEq:SR2} |
| 561 |
+ |
\end{equation} |
| 562 |
+ |
Propagation fo the linear and angular momenta follows as in the Verlet |
| 563 |
+ |
scheme. The propagation of positions also follows the verlet scheme |
| 564 |
+ |
with the addition of a further symplectic splitting of the rotation |
| 565 |
+ |
matrix propagation, $\mathcal{G}_{\text{rot}}(\Delta t)$. |
| 566 |
+ |
\begin{equation} |
| 567 |
+ |
eq here |
| 568 |
+ |
\label{introEq:SR3} |
| 569 |
+ |
\end{equation} |
| 570 |
+ |
Where $\mathcal{G}_j$ is a unitary rotation of $\mathbf{A}$ and |
| 571 |
+ |
$\boldsymbol{\pi}$ about each axis $j$. As all propagations are now |
| 572 |
+ |
unitary and symplectic, the entire integration scheme is also |
| 573 |
+ |
symplectic and time reversible. |
| 574 |
+ |
|
| 575 |
|
\section{\label{introSec:chapterLayout}Chapter Layout} |
| 576 |
|
|
| 577 |
|
\subsection{\label{introSec:RSA}Random Sequential Adsorption} |