--- tags: stat mech --- # Quick Ref ## Ensembles [Super helpful guide here](https://scholar.harvard.edu/files/schwartz/files/7-ensembles.pdf) | Name | Fixed | Free | Z | Notes | ----------- | ----------- | ----------- | ----------- | ----------- | | Canonical | $N,V,T$ | $E_t$| $\displaystyle Z=\sum _{i}e^{-\beta E_{i}}$ | Can exchange w/ reservoir | Micro-canonical | $N,V,E_t$ | $T$ | | Isolated/Closed System, No reservoir | Gibbs | $N, P,$ ($H$ or $T$) | $V$ | $\displaystyle Z=\sum _{\mu ,\mathbf {x} }\exp[\beta \mathbf {J} \cdot \mathbf {x} -\beta {\mathcal {H}}(\mu )]$ | Grand canonical | $\mu,V,T$ | $N$ | $\displaystyle Z = \sum_{microstates (k)}{e^{\beta N_k \mu-\beta E_k}}$ | - in thermodynamic equilibrium (thermal and chemical) with a reservoir - system can exchange energy and particles with a reservoir - SOMETIMES this partition fxn is called the "GIBBS SUM" ## put this somewhere else $$Z = \sum_{microstates (k)}{e^{-\beta E_k}} = \sum_{energies (i)}{g_ie^{-\beta E_i}},$$ $g$ is degeneracy of energy i $Z_m = Z_R Z_T Z_v$ if rotational, vibrational and translational motions do not mix and are independent $Z_N = (Z_1)^N$ if molecules don't interact with eachother and exchange energy w/ reservoir independently $Z_N = \frac{1}{N!}(Z_1)^N$ introduce factor if regarding external degrees of freedom.... e.g. don't use if only inernal D.O.F. like vibration do use if external D.O.F. like translation? Continuous, classical partition function: $\displaystyle Z={\frac {1}{h^{3}}}\int e^{-\beta H(q,p)}\,\mathrm {d} ^{3}q\,\mathrm {d} ^{3}p$ ## idec anymore - PDF change of variables ![](https://i.imgur.com/irC08l2.png) - Continuous PDF - ![](https://i.imgur.com/dPXMgOM.png) - Both PDF and Partition function: if variables are independent, the joint value is product of the individual parts - Maxwell-Boltzmann PDF: $\displaystyle f(v)~d^{3}v=\left({\frac {m}{2\pi kT}}\right)^{3/2}\,e^{-{\frac {mv^{2}}{2kT}}}~d^{3}v$ - Expectation value ![](https://i.imgur.com/h2l3qTk.png) - The expected number of particles with energy $ε_i$ for Maxwell–Boltzmann statistics is $\displaystyle \langle N_{i}\rangle ={\frac {g_{i}}{e^{(\varepsilon _{i}-\mu )/kT}}}={\frac {N}{Z}}\,g_{i}e^{-\varepsilon _{i}/kT},$ - partition function is the normalization factor for a Boltzmann distribution: $P(s) = \frac{1}{Z}e^{−E(s)/kT}$, s = state (see https://qzhu2017.github.io/assets/pdfs/courses/phys-467-667/Lec21.pdf) - Z = integral(rho dx dy dp_x dp_y) etc - Classical, continuous partition function (translational only) Z = sum(exp(KE/kT)) -> continuous = integral 1/h^(# dimensions) * exp(- KE/kT) dxdydp_xdp_y = simplifies to $A/h^2*\frac{1}{1/\sqrt{\pi 2 m k T}} = A/\lambda^2$ - Classical, discrete partition function (say, vibrational modes $\epsilon_s = \hbar \omega (s+1/2)$) $$Z=∑_{n=0}^{∞}e^{−β(n+12)ℏω} = \frac{1}{e^{\beta ℏω/2}-e^{-\beta ℏω/2}}$$ - $dE = TdS - PdV + \beta dN$ - Helmholtz Free Energy F = E - TS = -kTln(Z) (for constant T (and V)) - Entropy = $-(\partial F/\partial T)|_{V,N}$ - E = F + TS - Chemical Potential = $\mu$ = $-(\partial F/\partial N)|_{V,T}$ - $<E> = \partial/\partial \beta ln(Z)$ - Specific Heat dQ/dT = TdS/dT ( = dE/dT if constant N,V - see above for dE) - Summation simplification (geometric series): $\sum_{x=0}^{oo}x^n = \frac{1}{1-x}$ [see example](https://blog.cupcakephysics.com/thermodynamics%20and%20statistical%20physics/2015/10/04/thermodynamic-properties-of-the-quantum-harmonic-oscillator.html) - Stirling approximation: $ln(N!) = NlnN -N$ - $\Omega$ Multiplicity = # ways to have a certain state - $\Omega$ for two state (a,b) system = N!\(N_a!N_b!) - Entropy S = $kln(\Omega)$ - Gibbs Free Energy G = H - TS = (E - $\mathcal{J}x$) - TS = -kTln(Z) (for constant P and T) - S = $-(\partial G/\partial T)|_{f,N}$ - Microcanonical wont have Z so much as S: - the Boltzmann entropy $\displaystyle S_{\text{B}}=k\log W=k\log \left(\omega {\frac {dv}{dE}}\right)$ - the 'volume entropy' $\displaystyle S_{v}=k\log v$ - the 'surface entropy' $\displaystyle S_{s}=k\log {\frac {dv}{dE}}=S_{\text{B}}-k\log \omega$ - $\displaystyle 1/T_{v}=dS_{v}/dE$ - $\displaystyle 1/T_{s}=dS_{s}/dE=dS_{\text{B}}/dE$ - Microcanonical pressure and chemical potential are given by: $\displaystyle {\frac {p}{T}}={\frac {\partial S}{\partial V}};\qquad {\frac {\mu }{T}}=-{\frac {\partial S}{\partial N}}$ - Ideal gas if λ(𝑇) ≪ a - det($\begin{bmatrix} A & 0 \\ C & D \end{bmatrix}$) = det(A)det(D) - Lagrangian = KE - PE - conjugated momenta $p_a = \partial L/\partial\dot{q_a}$ - $\vec{r} = rcos\varphi\hat{x}+rsin\varphi\hat{y}$ - $\hat{r} = cos\varphi\hat{x}+sin\varphi\hat{y}$ - $\hat{\varphi} = -sin\varphi\hat{x}+cos\varphi\hat{y}$ - $KE = 1/2m|\dot{r}|^2 = 1/2m\dot{r}^2+1/2mr^2\dot{\varphi}^2$ - Width of distribution - probably means variance: - Moving from binomial to gaussian: $\Omega_1\Omega_2 = Ae^{-(x-\mu)^2/2\sigma_{\mu}^2}$ - $\sum_{n=0}^{N-1}x^n = \frac{x^N-1}{x-1}$ - $\sum_{n=0}^{N-1}nx^n = x\frac{d}{dx}\sum_{n=0}^{N-1}x^n$ - Expected values using partition function: $<A> = \sum_kAe^{-\beta \epsilon_k}/Z$ - Starting from ![](https://i.imgur.com/YZs6wSS.png) we can deduce that ![](https://i.imgur.com/2aDuOwR.png) - Taylor expansions: ![](https://i.imgur.com/pM8mRrt.png) - Partition function (canonical) for ideal gas ![](https://i.imgur.com/XeFlXE8.png) - Effective mass particle in liquid $m_e = V_{particle}(\rho_{particle}-\rho_{liquid}) = m -V_{particle} \rho_{liquid}$ - heat capacity ![](https://i.imgur.com/m2CHKHP.png) - Hydrogen energy levels ![](https://i.imgur.com/w8b0MIl.png) - degeneracy hydrogen energy levels