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\chapter{\label{chapt:introduction}INTRODUCTION AND THEORETICAL BACKGROUND} |
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\section{\label{introSection:classicalMechanics}Classical Mechanics} |
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\section{\label{introSection:classicalMechanics}Classical |
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Mechanics} |
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\section{\label{introSection:rigidBody}Dynamics of Rigid Bodies} |
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Closely related to Classical Mechanics, Molecular Dynamics |
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simulations are carried out by integrating the equations of motion |
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for a given system of particles. There are three fundamental ideas |
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behind classical mechanics. Firstly, One can determine the state of |
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a mechanical system at any time of interest; Secondly, all the |
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mechanical properties of the system at that time can be determined |
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by combining the knowledge of the properties of the system with the |
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specification of this state; Finally, the specification of the state |
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when further combine with the laws of mechanics will also be |
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sufficient to predict the future behavior of the system. |
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|
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\section{\label{introSection:statisticalMechanics}Statistical Mechanics} |
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\subsection{\label{introSection:newtonian}Newtonian Mechanics} |
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The discovery of Newton's three laws of mechanics which govern the |
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motion of particles is the foundation of the classical mechanics. |
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Newton¡¯s first law defines a class of inertial frames. Inertial |
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frames are reference frames where a particle not interacting with |
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other bodies will move with constant speed in the same direction. |
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With respect to inertial frames Newton¡¯s second law has the form |
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\begin{equation} |
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F = \frac {dp}{dt} = \frac {mv}{dt} |
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\label{introEquation:newtonSecondLaw} |
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\end{equation} |
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A point mass interacting with other bodies moves with the |
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acceleration along the direction of the force acting on it. Let |
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$F_ij$ be the force that particle $i$ exerts on particle $j$, and |
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$F_ji$ be the force that particle $j$ exerts on particle $i$. |
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Newton¡¯s third law states that |
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\begin{equation} |
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F_ij = -F_ji |
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\label{introEquation:newtonThirdLaw} |
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\end{equation} |
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|
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Conservation laws of Newtonian Mechanics play very important roles |
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in solving mechanics problems. The linear momentum of a particle is |
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conserved if it is free or it experiences no force. The second |
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conservation theorem concerns the angular momentum of a particle. |
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The angular momentum $L$ of a particle with respect to an origin |
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from which $r$ is measured is defined to be |
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\begin{equation} |
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L \equiv r \times p \label{introEquation:angularMomentumDefinition} |
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\end{equation} |
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The torque $\tau$ with respect to the same origin is defined to be |
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\begin{equation} |
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N \equiv r \times F \label{introEquation:torqueDefinition} |
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\end{equation} |
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Differentiating Eq.~\ref{introEquation:angularMomentumDefinition}, |
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\[ |
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\dot L = \frac{d}{{dt}}(r \times p) = (\dot r \times p) + (r \times |
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\dot p) |
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\] |
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since |
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\[ |
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\dot r \times p = \dot r \times mv = m\dot r \times \dot r \equiv 0 |
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\] |
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thus, |
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\begin{equation} |
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\dot L = r \times \dot p = N |
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\end{equation} |
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If there are no external torques acting on a body, the angular |
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momentum of it is conserved. The last conservation theorem state |
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that if all forces are conservative, Energy |
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\begin{equation}E = T + V \label{introEquation:energyConservation} |
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\end{equation} |
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is conserved. All of these conserved quantities are |
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important factors to determine the quality of numerical integration |
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scheme for rigid body \cite{Dullweber1997}. |
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|
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\subsection{\label{introSection:lagrangian}Lagrangian Mechanics} |
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|
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Newtonian Mechanics suffers from two important limitations: it |
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describes their motion in special cartesian coordinate systems. |
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Another limitation of Newtonian mechanics becomes obvious when we |
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try to describe systems with large numbers of particles. It becomes |
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very difficult to predict the properties of the system by carrying |
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out calculations involving the each individual interaction between |
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all the particles, even if we know all of the details of the |
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interaction. In order to overcome some of the practical difficulties |
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which arise in attempts to apply Newton's equation to complex |
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system, alternative procedures may be developed. |
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|
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\subsubsection{\label{introSection:halmiltonPrinciple}Hamilton's |
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Principle} |
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|
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Hamilton introduced the dynamical principle upon which it is |
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possible to base all of mechanics and, indeed, most of classical |
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physics. Hamilton's Principle may be stated as follow, |
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|
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The actual trajectory, along which a dynamical system may move from |
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one point to another within a specified time, is derived by finding |
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the path which minimizes the time integral of the difference between |
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the kinetic, $K$, and potential energies, $U$ \cite{tolman79}. |
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\begin{equation} |
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\delta \int_{t_1 }^{t_2 } {(K - U)dt = 0} , |
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\label{introEquation:halmitonianPrinciple1} |
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\end{equation} |
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|
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For simple mechanical systems, where the forces acting on the |
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different part are derivable from a potential and the velocities are |
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small compared with that of light, the Lagrangian function $L$ can |
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be define as the difference between the kinetic energy of the system |
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and its potential energy, |
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\begin{equation} |
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L \equiv K - U = L(q_i ,\dot q_i ) , |
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\label{introEquation:lagrangianDef} |
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\end{equation} |
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then Eq.~\ref{introEquation:halmitonianPrinciple1} becomes |
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\begin{equation} |
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\delta \int_{t_1 }^{t_2 } {L dt = 0} , |
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\label{introEquation:halmitonianPrinciple2} |
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\end{equation} |
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|
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\subsubsection{\label{introSection:equationOfMotionLagrangian}The |
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Equations of Motion in Lagrangian Mechanics} |
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|
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for a holonomic system of $f$ degrees of freedom, the equations of |
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motion in the Lagrangian form is |
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\begin{equation} |
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\frac{d}{{dt}}\frac{{\partial L}}{{\partial \dot q_i }} - |
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\frac{{\partial L}}{{\partial q_i }} = 0,{\rm{ }}i = 1, \ldots,f |
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\label{introEquation:eqMotionLagrangian} |
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\end{equation} |
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where $q_{i}$ is generalized coordinate and $\dot{q_{i}}$ is |
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generalized velocity. |
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|
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\subsection{\label{introSection:hamiltonian}Hamiltonian Mechanics} |
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|
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Arising from Lagrangian Mechanics, Hamiltonian Mechanics was |
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introduced by William Rowan Hamilton in 1833 as a re-formulation of |
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classical mechanics. If the potential energy of a system is |
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independent of generalized velocities, the generalized momenta can |
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be defined as |
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\begin{equation} |
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p_i = \frac{\partial L}{\partial \dot q_i} |
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\label{introEquation:generalizedMomenta} |
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\end{equation} |
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The Lagrange equations of motion are then expressed by |
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\begin{equation} |
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p_i = \frac{{\partial L}}{{\partial q_i }} |
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\label{introEquation:generalizedMomentaDot} |
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\end{equation} |
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|
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With the help of the generalized momenta, we may now define a new |
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quantity $H$ by the equation |
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\begin{equation} |
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H = \sum\limits_k {p_k \dot q_k } - L , |
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\label{introEquation:hamiltonianDefByLagrangian} |
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\end{equation} |
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where $ \dot q_1 \ldots \dot q_f $ are generalized velocities and |
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$L$ is the Lagrangian function for the system. |
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|
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Differentiating Eq.~\ref{introEquation:hamiltonianDefByLagrangian}, |
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one can obtain |
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\begin{equation} |
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dH = \sum\limits_k {\left( {p_k d\dot q_k + \dot q_k dp_k - |
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\frac{{\partial L}}{{\partial q_k }}dq_k - \frac{{\partial |
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L}}{{\partial \dot q_k }}d\dot q_k } \right)} - \frac{{\partial |
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L}}{{\partial t}}dt \label{introEquation:diffHamiltonian1} |
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\end{equation} |
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Making use of Eq.~\ref{introEquation:generalizedMomenta}, the |
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second and fourth terms in the parentheses cancel. Therefore, |
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Eq.~\ref{introEquation:diffHamiltonian1} can be rewritten as |
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\begin{equation} |
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dH = \sum\limits_k {\left( {\dot q_k dp_k - \dot p_k dq_k } |
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\right)} - \frac{{\partial L}}{{\partial t}}dt |
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\label{introEquation:diffHamiltonian2} |
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\end{equation} |
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By identifying the coefficients of $dq_k$, $dp_k$ and dt, we can |
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find |
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\begin{equation} |
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\frac{{\partial H}}{{\partial p_k }} = q_k |
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\label{introEquation:motionHamiltonianCoordinate} |
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\end{equation} |
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\begin{equation} |
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\frac{{\partial H}}{{\partial q_k }} = - p_k |
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\label{introEquation:motionHamiltonianMomentum} |
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\end{equation} |
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and |
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\begin{equation} |
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\frac{{\partial H}}{{\partial t}} = - \frac{{\partial L}}{{\partial |
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t}} |
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\label{introEquation:motionHamiltonianTime} |
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\end{equation} |
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|
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Eq.~\ref{introEquation:motionHamiltonianCoordinate} and |
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Eq.~\ref{introEquation:motionHamiltonianMomentum} are Hamilton's |
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equation of motion. Due to their symmetrical formula, they are also |
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known as the canonical equations of motions \cite{Goldstein01}. |
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|
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An important difference between Lagrangian approach and the |
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Hamiltonian approach is that the Lagrangian is considered to be a |
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function of the generalized velocities $\dot q_i$ and the |
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generalized coordinates $q_i$, while the Hamiltonian is considered |
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to be a function of the generalized momenta $p_i$ and the conjugate |
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generalized coordinate $q_i$. Hamiltonian Mechanics is more |
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appropriate for application to statistical mechanics and quantum |
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mechanics, since it treats the coordinate and its time derivative as |
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independent variables and it only works with 1st-order differential |
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equations\cite{Marion90}. |
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|
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In Newtonian Mechanics, a system described by conservative forces |
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conserves the total energy \ref{introEquation:energyConservation}. |
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It follows that Hamilton's equations of motion conserve the total |
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Hamiltonian. |
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\begin{equation} |
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\frac{{dH}}{{dt}} = \sum\limits_i {\left( {\frac{{\partial |
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H}}{{\partial q_i }}\dot q_i + \frac{{\partial H}}{{\partial p_i |
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}}\dot p_i } \right)} = \sum\limits_i {\left( {\frac{{\partial |
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H}}{{\partial q_i }}\frac{{\partial H}}{{\partial p_i }} - |
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\frac{{\partial H}}{{\partial p_i }}\frac{{\partial H}}{{\partial |
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q_i }}} \right) = 0} |
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\label{introEquation:conserveHalmitonian} |
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\end{equation} |
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|
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When studying Hamiltonian system, it is more convenient to use |
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notation |
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\begin{equation} |
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r = r(q,p)^T |
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\end{equation} |
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and to introduce a $2n \times 2n$ canonical structure matrix $J$, |
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\begin{equation} |
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J = \left( {\begin{array}{*{20}c} |
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0 & I \\ |
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{ - I} & 0 \\ |
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\end{array}} \right) |
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\label{introEquation:canonicalMatrix} |
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\end{equation} |
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where $I$ is a $n \times n$ identity matrix and $J$ is a |
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skew-symmetric matrix ($ J^T = - J $). Thus, Hamiltonian system |
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can be rewritten as, |
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\begin{equation} |
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\frac{d}{{dt}}r = J\nabla _r H(r) |
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\label{introEquation:compactHamiltonian} |
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\end{equation} |
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|
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\section{\label{introSection:statisticalMechanics}Statistical |
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Mechanics} |
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|
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The thermodynamic behaviors and properties of Molecular Dynamics |
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simulation are governed by the principle of Statistical Mechanics. |
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The following section will give a brief introduction to some of the |
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Statistical Mechanics concepts presented in this dissertation. |
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|
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\subsection{\label{introSection:ensemble}Ensemble and Phase Space} |
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|
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\subsection{\label{introSection:ergodic}The Ergodic Hypothesis} |
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|
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Various thermodynamic properties can be calculated from Molecular |
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Dynamics simulation. By comparing experimental values with the |
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calculated properties, one can determine the accuracy of the |
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simulation and the quality of the underlying model. However, both of |
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experiment and computer simulation are usually performed during a |
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certain time interval and the measurements are averaged over a |
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period of them which is different from the average behavior of |
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many-body system in Statistical Mechanics. Fortunately, Ergodic |
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Hypothesis is proposed to make a connection between time average and |
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ensemble average. It states that time average and average over the |
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statistical ensemble are identical \cite{Frenkel1996, leach01:mm}. |
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\begin{equation} |
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\langle A \rangle_t = \mathop {\lim }\limits_{t \to \infty } |
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\frac{1}{t}\int\limits_0^t {A(p(t),q(t))dt = \int\limits_\Gamma |
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{A(p(t),q(t))} } \rho (p(t), q(t)) dpdq |
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\end{equation} |
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where $\langle A \rangle_t$ is an equilibrium value of a physical |
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quantity and $\rho (p(t), q(t))$ is the equilibrium distribution |
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function. If an observation is averaged over a sufficiently long |
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time (longer than relaxation time), all accessible microstates in |
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phase space are assumed to be equally probed, giving a properly |
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weighted statistical average. This allows the researcher freedom of |
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choice when deciding how best to measure a given observable. In case |
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an ensemble averaged approach sounds most reasonable, the Monte |
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Carlo techniques\cite{metropolis:1949} can be utilized. Or if the |
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system lends itself to a time averaging approach, the Molecular |
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Dynamics techniques in Sec.~\ref{introSection:molecularDynamics} |
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will be the best choice\cite{Frenkel1996}. |
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|
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\section{\label{introSection:geometricIntegratos}Geometric Integrators} |
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A variety of numerical integrators were proposed to simulate the |
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motions. They usually begin with an initial conditionals and move |
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the objects in the direction governed by the differential equations. |
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However, most of them ignore the hidden physical law contained |
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within the equations. Since 1990, geometric integrators, which |
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preserve various phase-flow invariants such as symplectic structure, |
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volume and time reversal symmetry, are developed to address this |
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issue. The velocity verlet method, which happens to be a simple |
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example of symplectic integrator, continues to gain its popularity |
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in molecular dynamics community. This fact can be partly explained |
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by its geometric nature. |
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|
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\subsection{\label{introSection:symplecticManifold}Symplectic Manifold} |
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A \emph{manifold} is an abstract mathematical space. It locally |
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looks like Euclidean space, but when viewed globally, it may have |
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more complicate structure. A good example of manifold is the surface |
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of Earth. It seems to be flat locally, but it is round if viewed as |
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a whole. A \emph{differentiable manifold} (also known as |
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\emph{smooth manifold}) is a manifold with an open cover in which |
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the covering neighborhoods are all smoothly isomorphic to one |
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another. In other words,it is possible to apply calculus on |
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\emph{differentiable manifold}. A \emph{symplectic manifold} is |
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defined as a pair $(M, \omega)$ which consisting of a |
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\emph{differentiable manifold} $M$ and a close, non-degenerated, |
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bilinear symplectic form, $\omega$. A symplectic form on a vector |
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space $V$ is a function $\omega(x, y)$ which satisfies |
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$\omega(\lambda_1x_1+\lambda_2x_2, y) = \lambda_1\omega(x_1, y)+ |
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\lambda_2\omega(x_2, y)$, $\omega(x, y) = - \omega(y, x)$ and |
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$\omega(x, x) = 0$. Cross product operation in vector field is an |
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example of symplectic form. |
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|
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One of the motivations to study \emph{symplectic manifold} in |
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Hamiltonian Mechanics is that a symplectic manifold can represent |
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all possible configurations of the system and the phase space of the |
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system can be described by it's cotangent bundle. Every symplectic |
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manifold is even dimensional. For instance, in Hamilton equations, |
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coordinate and momentum always appear in pairs. |
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|
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Let $(M,\omega)$ and $(N, \eta)$ be symplectic manifolds. A map |
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\[ |
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f : M \rightarrow N |
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\] |
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is a \emph{symplectomorphism} if it is a \emph{diffeomorphims} and |
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the \emph{pullback} of $\eta$ under f is equal to $\omega$. |
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Canonical transformation is an example of symplectomorphism in |
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classical mechanics. According to Liouville's theorem, the |
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Hamiltonian \emph{flow} or \emph{symplectomorphism} generated by the |
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Hamiltonian vector filed preserves the volume form on the phase |
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space, which is the basis of classical statistical mechanics. |
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|
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\subsection{\label{introSection:exactFlow}The Exact Flow of ODE} |
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|
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\subsection{\label{introSection:hamiltonianSplitting}Hamiltonian Splitting} |
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|
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|
\section{\label{introSection:molecularDynamics}Molecular Dynamics} |
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|
|
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As a special discipline of molecular modeling, Molecular dynamics |
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has proven to be a powerful tool for studying the functions of |
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biological systems, providing structural, thermodynamic and |
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dynamical information. |
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|
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\subsection{\label{introSec:mdInit}Initialization} |
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|
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\subsection{\label{introSection:mdIntegration} Integration of the Equations of Motion} |
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|
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\section{\label{introSection:rigidBody}Dynamics of Rigid Bodies} |
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|
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A rigid body is a body in which the distance between any two given |
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points of a rigid body remains constant regardless of external |
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forces exerted on it. A rigid body therefore conserves its shape |
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during its motion. |
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|
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Applications of dynamics of rigid bodies. |
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|
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\subsection{\label{introSection:lieAlgebra}Lie Algebra} |
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|
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\subsection{\label{introSection:DLMMotionEquation}The Euler Equations of Rigid Body Motion} |
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|
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\subsection{\label{introSection:otherRBMotionEquation}Other Formulations for Rigid Body Motion} |
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|
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%\subsection{\label{introSection:poissonBrackets}Poisson Brackets} |
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|
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\section{\label{introSection:correlationFunctions}Correlation Functions} |
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|
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|
\section{\label{introSection:langevinDynamics}Langevin Dynamics} |
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|
|
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\subsection{\label{introSection:LDIntroduction}Introduction and application of Langevin Dynamics} |
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|
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\subsection{\label{introSection:generalizedLangevinDynamics}Generalized Langevin Dynamics} |
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|
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\begin{equation} |
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H = \frac{{p^2 }}{{2m}} + U(x) + H_B + \Delta U(x,x_1 , \ldots x_N) |
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+ |
\label{introEquation:bathGLE} |
375 |
+ |
\end{equation} |
376 |
+ |
where $H_B$ is harmonic bath Hamiltonian, |
377 |
+ |
\[ |
378 |
+ |
H_B =\sum\limits_{\alpha = 1}^N {\left\{ {\frac{{p_\alpha ^2 |
379 |
+ |
}}{{2m_\alpha }} + \frac{1}{2}m_\alpha w_\alpha ^2 } \right\}} |
380 |
+ |
\] |
381 |
+ |
and $\Delta U$ is bilinear system-bath coupling, |
382 |
+ |
\[ |
383 |
+ |
\Delta U = - \sum\limits_{\alpha = 1}^N {g_\alpha x_\alpha x} |
384 |
+ |
\] |
385 |
+ |
Completing the square, |
386 |
+ |
\[ |
387 |
+ |
H_B + \Delta U = \sum\limits_{\alpha = 1}^N {\left\{ |
388 |
+ |
{\frac{{p_\alpha ^2 }}{{2m_\alpha }} + \frac{1}{2}m_\alpha |
389 |
+ |
w_\alpha ^2 \left( {x_\alpha - \frac{{g_\alpha }}{{m_\alpha |
390 |
+ |
w_\alpha ^2 }}x} \right)^2 } \right\}} - \sum\limits_{\alpha = |
391 |
+ |
1}^N {\frac{{g_\alpha ^2 }}{{2m_\alpha w_\alpha ^2 }}} x^2 |
392 |
+ |
\] |
393 |
+ |
and putting it back into Eq.~\ref{introEquation:bathGLE}, |
394 |
+ |
\[ |
395 |
+ |
H = \frac{{p^2 }}{{2m}} + W(x) + \sum\limits_{\alpha = 1}^N |
396 |
+ |
{\left\{ {\frac{{p_\alpha ^2 }}{{2m_\alpha }} + \frac{1}{2}m_\alpha |
397 |
+ |
w_\alpha ^2 \left( {x_\alpha - \frac{{g_\alpha }}{{m_\alpha |
398 |
+ |
w_\alpha ^2 }}x} \right)^2 } \right\}} |
399 |
+ |
\] |
400 |
+ |
where |
401 |
+ |
\[ |
402 |
+ |
W(x) = U(x) - \sum\limits_{\alpha = 1}^N {\frac{{g_\alpha ^2 |
403 |
+ |
}}{{2m_\alpha w_\alpha ^2 }}} x^2 |
404 |
+ |
\] |
405 |
+ |
Since the first two terms of the new Hamiltonian depend only on the |
406 |
+ |
system coordinates, we can get the equations of motion for |
407 |
+ |
Generalized Langevin Dynamics by Hamilton's equations |
408 |
+ |
\ref{introEquation:motionHamiltonianCoordinate, |
409 |
+ |
introEquation:motionHamiltonianMomentum}, |
410 |
+ |
\begin{align} |
411 |
+ |
\dot p &= - \frac{{\partial H}}{{\partial x}} |
412 |
+ |
&= m\ddot x |
413 |
+ |
&= - \frac{{\partial W(x)}}{{\partial x}} - \sum\limits_{\alpha = 1}^N {g_\alpha \left( {x_\alpha - \frac{{g_\alpha }}{{m_\alpha w_\alpha ^2 }}x} \right)} |
414 |
+ |
\label{introEq:Lp5} |
415 |
+ |
\end{align} |
416 |
+ |
, and |
417 |
+ |
\begin{align} |
418 |
+ |
\dot p_\alpha &= - \frac{{\partial H}}{{\partial x_\alpha }} |
419 |
+ |
&= m\ddot x_\alpha |
420 |
+ |
&= \- m_\alpha w_\alpha ^2 \left( {x_\alpha - \frac{{g_\alpha}}{{m_\alpha w_\alpha ^2 }}x} \right) |
421 |
+ |
\end{align} |
422 |
+ |
|
423 |
+ |
\subsection{\label{introSection:laplaceTransform}The Laplace Transform} |
424 |
+ |
|
425 |
+ |
\[ |
426 |
+ |
L(x) = \int_0^\infty {x(t)e^{ - pt} dt} |
427 |
+ |
\] |
428 |
+ |
|
429 |
+ |
\[ |
430 |
+ |
L(x + y) = L(x) + L(y) |
431 |
+ |
\] |
432 |
+ |
|
433 |
+ |
\[ |
434 |
+ |
L(ax) = aL(x) |
435 |
+ |
\] |
436 |
+ |
|
437 |
+ |
\[ |
438 |
+ |
L(\dot x) = pL(x) - px(0) |
439 |
+ |
\] |
440 |
+ |
|
441 |
+ |
\[ |
442 |
+ |
L(\ddot x) = p^2 L(x) - px(0) - \dot x(0) |
443 |
+ |
\] |
444 |
+ |
|
445 |
+ |
\[ |
446 |
+ |
L\left( {\int_0^t {g(t - \tau )h(\tau )d\tau } } \right) = G(p)H(p) |
447 |
+ |
\] |
448 |
+ |
|
449 |
+ |
Some relatively important transformation, |
450 |
+ |
\[ |
451 |
+ |
L(\cos at) = \frac{p}{{p^2 + a^2 }} |
452 |
+ |
\] |
453 |
+ |
|
454 |
+ |
\[ |
455 |
+ |
L(\sin at) = \frac{a}{{p^2 + a^2 }} |
456 |
+ |
\] |
457 |
+ |
|
458 |
+ |
\[ |
459 |
+ |
L(1) = \frac{1}{p} |
460 |
+ |
\] |
461 |
+ |
|
462 |
+ |
First, the bath coordinates, |
463 |
+ |
\[ |
464 |
+ |
p^2 L(x_\alpha ) - px_\alpha (0) - \dot x_\alpha (0) = - \omega |
465 |
+ |
_\alpha ^2 L(x_\alpha ) + \frac{{g_\alpha }}{{\omega _\alpha |
466 |
+ |
}}L(x) |
467 |
+ |
\] |
468 |
+ |
\[ |
469 |
+ |
L(x_\alpha ) = \frac{{\frac{{g_\alpha }}{{\omega _\alpha }}L(x) + |
470 |
+ |
px_\alpha (0) + \dot x_\alpha (0)}}{{p^2 + \omega _\alpha ^2 }} |
471 |
+ |
\] |
472 |
+ |
Then, the system coordinates, |
473 |
+ |
\begin{align} |
474 |
+ |
mL(\ddot x) &= - \frac{1}{p}\frac{{\partial W(x)}}{{\partial x}} - |
475 |
+ |
\sum\limits_{\alpha = 1}^N {\left\{ {\frac{{\frac{{g_\alpha |
476 |
+ |
}}{{\omega _\alpha }}L(x) + px_\alpha (0) + \dot x_\alpha |
477 |
+ |
(0)}}{{p^2 + \omega _\alpha ^2 }} - \frac{{g_\alpha ^2 }}{{m_\alpha |
478 |
+ |
}}\omega _\alpha ^2 L(x)} \right\}} |
479 |
+ |
% |
480 |
+ |
&= - \frac{1}{p}\frac{{\partial W(x)}}{{\partial x}} - |
481 |
+ |
\sum\limits_{\alpha = 1}^N {\left\{ { - \frac{{g_\alpha ^2 }}{{m_\alpha \omega _\alpha ^2 }}\frac{p}{{p^2 + \omega _\alpha ^2 }}pL(x) |
482 |
+ |
- \frac{p}{{p^2 + \omega _\alpha ^2 }}g_\alpha x_\alpha (0) |
483 |
+ |
- \frac{1}{{p^2 + \omega _\alpha ^2 }}g_\alpha \dot x_\alpha (0)} \right\}} |
484 |
+ |
\end{align} |
485 |
+ |
Then, the inverse transform, |
486 |
+ |
|
487 |
+ |
\begin{align} |
488 |
+ |
m\ddot x &= - \frac{{\partial W(x)}}{{\partial x}} - |
489 |
+ |
\sum\limits_{\alpha = 1}^N {\left\{ {\left( { - \frac{{g_\alpha ^2 |
490 |
+ |
}}{{m_\alpha \omega _\alpha ^2 }}} \right)\int_0^t {\cos (\omega |
491 |
+ |
_\alpha t)\dot x(t - \tau )d\tau - \left[ {g_\alpha x_\alpha (0) |
492 |
+ |
- \frac{{g_\alpha }}{{m_\alpha \omega _\alpha }}} \right]\cos |
493 |
+ |
(\omega _\alpha t) - \frac{{g_\alpha \dot x_\alpha (0)}}{{\omega |
494 |
+ |
_\alpha }}\sin (\omega _\alpha t)} } \right\}} |
495 |
+ |
% |
496 |
+ |
&= - \frac{{\partial W(x)}}{{\partial x}} - \int_0^t |
497 |
+ |
{\sum\limits_{\alpha = 1}^N {\left( { - \frac{{g_\alpha ^2 |
498 |
+ |
}}{{m_\alpha \omega _\alpha ^2 }}} \right)\cos (\omega _\alpha |
499 |
+ |
t)\dot x(t - \tau )d} \tau } + \sum\limits_{\alpha = 1}^N {\left\{ |
500 |
+ |
{\left[ {g_\alpha x_\alpha (0) - \frac{{g_\alpha }}{{m_\alpha |
501 |
+ |
\omega _\alpha }}} \right]\cos (\omega _\alpha t) + |
502 |
+ |
\frac{{g_\alpha \dot x_\alpha (0)}}{{\omega _\alpha }}\sin |
503 |
+ |
(\omega _\alpha t)} \right\}} |
504 |
+ |
\end{align} |
505 |
+ |
|
506 |
+ |
\begin{equation} |
507 |
+ |
m\ddot x = - \frac{{\partial W}}{{\partial x}} - \int_0^t {\xi |
508 |
+ |
(t)\dot x(t - \tau )d\tau } + R(t) |
509 |
+ |
\label{introEuqation:GeneralizedLangevinDynamics} |
510 |
+ |
\end{equation} |
511 |
+ |
%where $ {\xi (t)}$ is friction kernel, $R(t)$ is random force and |
512 |
+ |
%$W$ is the potential of mean force. $W(x) = - kT\ln p(x)$ |
513 |
+ |
\[ |
514 |
+ |
\xi (t) = \sum\limits_{\alpha = 1}^N {\left( { - \frac{{g_\alpha ^2 |
515 |
+ |
}}{{m_\alpha \omega _\alpha ^2 }}} \right)\cos (\omega _\alpha t)} |
516 |
+ |
\] |
517 |
+ |
For an infinite harmonic bath, we can use the spectral density and |
518 |
+ |
an integral over frequencies. |
519 |
+ |
|
520 |
+ |
\[ |
521 |
+ |
R(t) = \sum\limits_{\alpha = 1}^N {\left( {g_\alpha x_\alpha (0) |
522 |
+ |
- \frac{{g_\alpha ^2 }}{{m_\alpha \omega _\alpha ^2 }}x(0)} |
523 |
+ |
\right)\cos (\omega _\alpha t)} + \frac{{\dot x_\alpha |
524 |
+ |
(0)}}{{\omega _\alpha }}\sin (\omega _\alpha t) |
525 |
+ |
\] |
526 |
+ |
The random forces depend only on initial conditions. |
527 |
+ |
|
528 |
+ |
\subsubsection{\label{introSection:secondFluctuationDissipation}The Second Fluctuation Dissipation Theorem} |
529 |
+ |
So we can define a new set of coordinates, |
530 |
+ |
\[ |
531 |
+ |
q_\alpha (t) = x_\alpha (t) - \frac{1}{{m_\alpha \omega _\alpha |
532 |
+ |
^2 }}x(0) |
533 |
+ |
\] |
534 |
+ |
This makes |
535 |
+ |
\[ |
536 |
+ |
R(t) = \sum\limits_{\alpha = 1}^N {g_\alpha q_\alpha (t)} |
537 |
+ |
\] |
538 |
+ |
And since the $q$ coordinates are harmonic oscillators, |
539 |
+ |
\[ |
540 |
+ |
\begin{array}{l} |
541 |
+ |
\left\langle {q_\alpha (t)q_\alpha (0)} \right\rangle = \left\langle {q_\alpha ^2 (0)} \right\rangle \cos (\omega _\alpha t) \\ |
542 |
+ |
\left\langle {q_\alpha (t)q_\beta (0)} \right\rangle = \delta _{\alpha \beta } \left\langle {q_\alpha (t)q_\alpha (0)} \right\rangle \\ |
543 |
+ |
\end{array} |
544 |
+ |
\] |
545 |
+ |
|
546 |
+ |
\begin{align} |
547 |
+ |
\left\langle {R(t)R(0)} \right\rangle &= \sum\limits_\alpha |
548 |
+ |
{\sum\limits_\beta {g_\alpha g_\beta \left\langle {q_\alpha |
549 |
+ |
(t)q_\beta (0)} \right\rangle } } |
550 |
+ |
% |
551 |
+ |
&= \sum\limits_\alpha {g_\alpha ^2 \left\langle {q_\alpha ^2 (0)} |
552 |
+ |
\right\rangle \cos (\omega _\alpha t)} |
553 |
+ |
% |
554 |
+ |
&= kT\xi (t) |
555 |
+ |
\end{align} |
556 |
+ |
|
557 |
+ |
\begin{equation} |
558 |
+ |
\xi (t) = \left\langle {R(t)R(0)} \right\rangle |
559 |
+ |
\label{introEquation:secondFluctuationDissipation} |
560 |
+ |
\end{equation} |
561 |
+ |
|
562 |
|
\section{\label{introSection:hydroynamics}Hydrodynamics} |
563 |
|
|
564 |
< |
\section{\label{introSection:correlationFunctions}Correlation Functions} |
564 |
> |
\subsection{\label{introSection:frictionTensor} Friction Tensor} |
565 |
> |
\subsection{\label{introSection:analyticalApproach}Analytical |
566 |
> |
Approach} |
567 |
> |
|
568 |
> |
\subsection{\label{introSection:approximationApproach}Approximation |
569 |
> |
Approach} |
570 |
> |
|
571 |
> |
\subsection{\label{introSection:centersRigidBody}Centers of Rigid |
572 |
> |
Body} |