Exercise #1
due date: 21th October 2019
a) Ergodic flow map: Consider the exercise 6.4 of the Reichl’s book:
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Find a conserved quantity.
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Find the stationary distribution function.
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Are volumes of phase space conserved?
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Choose an observable f(p,q)
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Is the system ergodic w.r.t. that observable?
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By choosing an ensemble of initial states is the system mixing?
b) Consider the Kac-ring model.
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write a code to calculate the number of black and white balls
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compare the output of the code with the "molecular-chaos" solution given in the lecture and discuss the results.
c) Consider harmonic oscillators of frequency $\omega}$ in two distinct cases
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An ensemble of thermalized oscillators described by the density matrix $\hat{\rho}=\sum_n P_n |n><n|$ where $|n>$ are eigenstates of harmonic oscillators and $P_n\propto \exp(-\beta E_n)$
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A pure state $|\psi>=\sum_n \sqrt{P_n}|n>$ with the same $P_n$ as in i)
In both case calculate $<x^2>$ as a function of temperature - assuming a Boltzmann distribution for $P_n$ - and comment the results.
d) Consider N classical independent one-dimensional harmonic oscillators (mass $m_i$, frequency $\omega_i$ $i=1,N$) whose initial data are taken according Boltzmann distribution for position and momenta at temperature $T$. Let them evolve and calculate the following correlation functions:
$C_{i,j}(t,t')=< p_i(t)p_j(t') >$, $G_{i,j}(t,t')=< x_i(t)x_j(t') >$ where averages and done on the Boltzmann distribution of initial data.
By assuming a distribution of the oscillator’s frequencies ($\omega_i>0$) $P(\omega)\propto \omega^2 \;\;\; \omega<\Lambda$ as well as equal masses for all oscillators calculate in the large $N$ limit:
$C(t,t')=(1/N)\sum_{i,j} C_{i,j}(t,t')$, $G(t,t')=(1/N)\sum_{i,j} G_{i,j}(t,t')$
find the time evolution of these functions, temperature dependence and dependence on the cutoff $\Lambda$.
hint : express the solution for x and p as a function of initial data x(0) and p(0).