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# Line 237 | Line 237 | can be rewritten as,
237   \label{introEquation:compactHamiltonian}
238   \end{equation}
239  
240 \section{\label{introSection:geometricIntegratos}Geometric Integrators}
241
242 \subsection{\label{introSection:symplecticManifold}Symplectic Manifold}
243 A \emph{manifold} is an abstract mathematical space. It locally
244 looks like Euclidean space, but when viewed globally, it may have
245 more complicate structure. A good example of manifold is the surface
246 of Earth. It seems to be flat locally, but it is round if viewed as
247 a whole. A \emph{differentiable manifold} (also known as
248 \emph{smooth manifold}) is a manifold with an open cover in which
249 the covering neighborhoods are all smoothly isomorphic to one
250 another. In other words,it is possible to apply calculus on
251 \emph{differentiable manifold}. A \emph{symplectic manifold} is
252 defined as a pair $(M, \omega)$ consisting of a \emph{differentiable
253 manifold} $M$ and a close, non-degenerated, bilinear symplectic
254 form, $\omega$. One of the motivation to study \emph{symplectic
255 manifold} in Hamiltonian Mechanics is that a symplectic manifold can
256 represent all possible configurations of the system and the phase
257 space of the system can be described by it's cotangent bundle. Every
258 symplectic manifold is even dimensional. For instance, in Hamilton
259 equations, coordinate and momentum always appear in pairs.
260
261 A \emph{symplectomorphism} is also known as a \emph{canonical
262 transformation}.
263
264 Any real-valued differentiable function H on a symplectic manifold
265 can serve as an energy function or Hamiltonian. Associated to any
266 Hamiltonian is a Hamiltonian vector field; the integral curves of
267 the Hamiltonian vector field are solutions to the Hamilton-Jacobi
268 equations. The Hamiltonian vector field defines a flow on the
269 symplectic manifold, called a Hamiltonian flow or symplectomorphism.
270 By Liouville's theorem, Hamiltonian flows preserve the volume form
271 on the phase space.
272
273 \subsection{\label{Construction of Symplectic Methods}}
274
240   \section{\label{introSection:statisticalMechanics}Statistical
241   Mechanics}
242  
# Line 312 | Line 277 | will be the best choice\cite{Frenkel1996}.
277   system lends itself to a time averaging approach, the Molecular
278   Dynamics techniques in Sec.~\ref{introSection:molecularDynamics}
279   will be the best choice\cite{Frenkel1996}.
280 +
281 + \section{\label{introSection:geometricIntegratos}Geometric Integrators}
282 + A variety of numerical integrators were proposed to simulate the
283 + motions. They usually begin with an initial conditionals and move
284 + the objects in the direction governed by the differential equations.
285 + However, most of them ignore the hidden physical law contained
286 + within the equations. Since 1990, geometric integrators, which
287 + preserve various phase-flow invariants such as symplectic structure,
288 + volume and time reversal symmetry, are developed to address this
289 + issue. The velocity verlet method, which happens to be a simple
290 + example of symplectic integrator, continues to gain its popularity
291 + in molecular dynamics community. This fact can be partly explained
292 + by its geometric nature.
293 +
294 + \subsection{\label{introSection:symplecticManifold}Symplectic Manifold}
295 + A \emph{manifold} is an abstract mathematical space. It locally
296 + looks like Euclidean space, but when viewed globally, it may have
297 + more complicate structure. A good example of manifold is the surface
298 + of Earth. It seems to be flat locally, but it is round if viewed as
299 + a whole. A \emph{differentiable manifold} (also known as
300 + \emph{smooth manifold}) is a manifold with an open cover in which
301 + the covering neighborhoods are all smoothly isomorphic to one
302 + another. In other words,it is possible to apply calculus on
303 + \emph{differentiable manifold}. A \emph{symplectic manifold} is
304 + defined as a pair $(M, \omega)$ which consisting of a
305 + \emph{differentiable manifold} $M$ and a close, non-degenerated,
306 + bilinear symplectic form, $\omega$. A symplectic form on a vector
307 + space $V$ is a function $\omega(x, y)$ which satisfies
308 + $\omega(\lambda_1x_1+\lambda_2x_2, y) = \lambda_1\omega(x_1, y)+
309 + \lambda_2\omega(x_2, y)$, $\omega(x, y) = - \omega(y, x)$ and
310 + $\omega(x, x) = 0$. Cross product operation in vector field is an
311 + example of symplectic form.
312 +
313 + One of the motivations to study \emph{symplectic manifold} in
314 + Hamiltonian Mechanics is that a symplectic manifold can represent
315 + all possible configurations of the system and the phase space of the
316 + system can be described by it's cotangent bundle. Every symplectic
317 + manifold is even dimensional. For instance, in Hamilton equations,
318 + coordinate and momentum always appear in pairs.
319  
320 + Let  $(M,\omega)$ and $(N, \eta)$ be symplectic manifolds. A map
321 + \[
322 + f : M \rightarrow N
323 + \]
324 + is a \emph{symplectomorphism} if it is a \emph{diffeomorphims} and
325 + the \emph{pullback} of $\eta$ under f is equal to $\omega$.
326 + Canonical transformation is an example of symplectomorphism in
327 + classical mechanics. According to Liouville's theorem, the
328 + Hamiltonian \emph{flow} or \emph{symplectomorphism} generated by the
329 + Hamiltonian vector filed preserves the volume form on the phase
330 + space, which is the basis of classical statistical mechanics.
331 +
332 + \subsection{\label{introSection:exactFlow}The Exact Flow of ODE}
333 +
334 + \subsection{\label{introSection:hamiltonianSplitting}Hamiltonian Splitting}
335 +
336   \section{\label{introSection:molecularDynamics}Molecular Dynamics}
337  
338   As a special discipline of molecular modeling, Molecular dynamics

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