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Hamiltonian system
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== Symplectic structure == One important property of a Hamiltonian dynamical system is that it has a [[symplectic structure]].<ref name=ott/> Writing : <math>\nabla_{\boldsymbol{r}} H(\boldsymbol{r}) = \begin{bmatrix} \frac{\partial H(\boldsymbol{q},\boldsymbol{p})}{\partial \boldsymbol{q}} \\ \frac{\partial H(\boldsymbol{q},\boldsymbol{p})}{\partial \boldsymbol{p}} \\ \end{bmatrix}</math> the evolution equation of the dynamical system can be written as :<math>\frac{d\boldsymbol{r}}{dt} = M_N \nabla_{\boldsymbol{r}} H(\boldsymbol{r})</math> where :<math>M_N = \begin{bmatrix} 0 & I_N \\ -I_N & 0 \\ \end{bmatrix}</math> and ''I''<sub>''N''</sub> is the ''N''×''N'' [[identity matrix]]. One important consequence of this property is that an infinitesimal phase-space volume is preserved.<ref name=ott/> A corollary of this is [[Liouville's theorem (Hamiltonian)|Liouville's theorem]], which states that on a Hamiltonian system, the phase-space volume of a closed surface is preserved under time evolution.<ref name=ott/> :<math>\begin{align} \frac{d}{dt}\oint_{\partial V} d\boldsymbol{r} &= \oint_{\partial V}\frac{d\boldsymbol{r}}{dt}\cdot d\hat{\boldsymbol{n}}_{\partial V} \\ &= \oint_{\partial V} \left(M_N \nabla_{\boldsymbol{r}} H(\boldsymbol{r})\right) \cdot d\hat{\boldsymbol{n}}_{\partial V} \\ &= \int_{V}\nabla_{\boldsymbol{r}}\cdot \left(M_N \nabla_{\boldsymbol{r}} H(\boldsymbol{r})\right) \, dV \\ &= \int_{V}\sum_{i=1}^N\sum_{j=1}^N\left(\frac{\partial^2 H}{\partial q_i \partial p_j} - \frac{\partial^2 H}{\partial p_i \partial q_j}\right) \, dV \\ &= 0 \end{align}</math> where the third equality comes from the [[divergence theorem]].
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