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| 1 | +Classical Density Functional Theory |
| 2 | +=================================== |
| 3 | + |
| 4 | +In this section, the implementation of the core expressions in classical density functional theory is explained. |
| 5 | + |
| 6 | +Euler-Lagrange equation |
| 7 | +----------------------- |
| 8 | + |
| 9 | +The fundamental expression in classical density functional theory is the relation between the grand potential :math:`\Omega` and the intrinsic Helmholtz energy :math:`F`. |
| 10 | + |
| 11 | +.. math:: |
| 12 | +
|
| 13 | + \Omega(T,\mu,[\rho(r)])=F(T,[\rho(r)])-\sum_i\int\rho_i(r)\left(\mu_i-V_i^\mathrm{ext}(r)\right)dr |
| 14 | +
|
| 15 | +What makes this expression so appealing is that the intrinsic Helmholtz energy does only depend on the temperature :math:`T` and the density profiles :math:`\rho_i(r)` of the system and not on the external potential :math:`V_i^\mathrm{ext}(r)`. |
| 16 | + |
| 17 | +For a given temperature :math:`T`, chemical potentials :math:`\mu` and external potentials :math:`V^\mathrm{ext}(r)` the grand potential reaches a minimum at equilibrium. Mathematically this condition can be written as |
| 18 | + |
| 19 | +.. math:: |
| 20 | +
|
| 21 | + \left.\frac{\delta\Omega}{\delta\rho_i(r)}\right|_{T,\mu}=F_{\rho_i}(r)-\mu_i+V_i^{\mathrm{ext}}(r)=0\tag{1} |
| 22 | +
|
| 23 | +where :math:`F_{\rho_i}(r)=\left.\frac{\delta F}{\delta\rho_i(r)}\right|_T` is short for the functional derivative of the intrinsic Helmholtz energy. In this context, eq. (1) is commonly referred to as the Euler-Lagrange equation, an implicit nonlinear integral equation which needs to be solved for the density profiles of the system. |
| 24 | + |
| 25 | +For a homogeneous (bulk) system, :math:`V^\mathrm{ext}(r)=0` and we get |
| 26 | + |
| 27 | +.. math:: |
| 28 | +
|
| 29 | + F_{\rho_i}^\mathrm{b}-\mu_i=0 |
| 30 | +
|
| 31 | +which can be inserted into (1) to give |
| 32 | + |
| 33 | +.. math:: |
| 34 | +
|
| 35 | + F_{\rho_i}(r)=F_{\rho_i}^\mathrm{b}-V_i^\mathrm{ext}(r)\tag{2} |
| 36 | +
|
| 37 | +Spherical molecules |
| 38 | +------------------- |
| 39 | + |
| 40 | +In the simplest case, the molecules under considerations can be described as spherical. Then the Helmholtz energy can be split in to an ideal and a residual part: |
| 41 | + |
| 42 | +.. math:: |
| 43 | +
|
| 44 | + \beta F=\sum_i\int\rho_i(r)\left(\ln\left(\rho_i(r)\Lambda_i^3\right)-1\right)dr+\beta F^\mathrm{res} |
| 45 | +The functional derivatives for an inhomogeneous and a bulk system follow as |
| 46 | + |
| 47 | +.. math:: |
| 48 | +
|
| 49 | + \beta F_{\rho_i}=\ln\left(\rho_i(r)\Lambda_i^3\right)+\beta F_{\rho_i}^\mathrm{res} |
| 50 | +
|
| 51 | +.. math:: |
| 52 | +
|
| 53 | + \beta F_{\rho_i}^\mathrm{b}=\ln\left(\rho_i^\mathrm{b}\Lambda_i^3\right)+\beta F_{\rho_i}^\mathrm{b,res} |
| 54 | +
|
| 55 | +Using these expressions in eq. (2) and solving for the density results in |
| 56 | + |
| 57 | +.. math:: |
| 58 | +
|
| 59 | + \rho_i(r)=\rho_i^\mathrm{b}e^{\beta\left(F_{\rho_i}^\mathrm{b,res}-F_{\rho_i}^\mathrm{res}(r)-V_i^\mathrm{ext}(r)\right)} |
| 60 | +
|
| 61 | +which is the common form of the Euler-Lagrange equation for spherical molecules. |
| 62 | + |
| 63 | +Homosegmented chains |
| 64 | +-------------------- |
| 65 | + |
| 66 | +For chain molecules that do not resolve individual segments (essentially the PC-SAFT Helmholtz energy functional) a chain contribution is introduced as |
| 67 | + |
| 68 | +.. math:: |
| 69 | +
|
| 70 | + \beta F^\mathrm{chain}=-\sum_i\int\rho_i(r)\left(m_i-1\right)\ln\left(\frac{y_{ii}\lambda_i(r)}{\rho_i(r)}\right)dr |
| 71 | +
|
| 72 | +Here, $m_i$ is the chain length, $y_{ii}$ the cavity correlation function at contact in the reference fluid, and $\lambda_i$ a weighted density. |
| 73 | +The presence of $\rho(r)$ in the logarithm poses numerical problems. Therefore, it is convenient to rearrange the expression as |
| 74 | + |
| 75 | +.. math:: |
| 76 | +
|
| 77 | + \beta F^\mathrm{chain}=\sum_i\int\rho_i(r)\left(m_i-1\right)\left(\ln\left(\rho_i(r)\Lambda_i^3\right)-1\right)dr\underbrace{-\sum_i\int\rho_i(r)\left(m_i-1\right)\left(\ln\left(y_{ii}\lambda_i(r)\Lambda_i^3\right)-1\right)dr}_{\beta\hat{F}^\mathrm{chain}} |
| 78 | +
|
| 79 | +Then the total Helmholtz energy |
| 80 | + |
| 81 | +.. math:: |
| 82 | +
|
| 83 | + \beta F=\sum_i\int\rho_i(r)\left(\ln\left(\rho_i(r)\Lambda_i^3\right)-1\right)dr+\beta F^\mathrm{chain}+\beta F^\mathrm{res} |
| 84 | +
|
| 85 | +can be rearranged to |
| 86 | + |
| 87 | +.. math:: |
| 88 | +
|
| 89 | + \beta F=\sum_i\int\rho_i(r)m_i\left(\ln\left(\rho_i(r)\Lambda_i^3\right)-1\right)dr+\underbrace{\beta\hat{F}^\mathrm{chain}+\beta F^\mathrm{res}}_{\beta\hat{F}^\mathrm{res}} |
| 90 | +
|
| 91 | +The functional derivatives are then similar to the spherical case |
| 92 | + |
| 93 | +.. math:: |
| 94 | +
|
| 95 | + \beta F_{\rho_i}=m_i\ln\left(\rho_i(r)\Lambda_i^3\right)+\beta\hat{F}_{\rho_i}^\mathrm{res} |
| 96 | +
|
| 97 | +.. math:: |
| 98 | +
|
| 99 | + \beta F_{\rho_i}^\mathrm{b}=m_i\ln\left(\rho_i^\mathrm{b}\Lambda_i^3\right)+\beta\hat{F}_{\rho_i}^\mathrm{b,res} |
| 100 | +
|
| 101 | +and lead to a slightly modified Euler-Lagrange equation |
| 102 | + |
| 103 | +.. math:: |
| 104 | +
|
| 105 | + \rho_i(r)=\rho_i^\mathrm{b}e^{\frac{\beta}{m_i}\left(\hat F_{\rho_i}^\mathrm{b,res}-\hat F_{\rho_i}^\mathrm{res}(r)-V_i^\mathrm{ext}(r)\right)} |
| 106 | +
|
| 107 | +Heterosegmented chains |
| 108 | +---------------------- |
| 109 | + |
| 110 | +Thex expressions are more complex for models in which density profiles of individual segments are considered. A derivation is given in the appendix of ***. The resulting Euler-Lagrange equation is given as |
| 111 | +
|
| 112 | +.. math:: |
| 113 | +
|
| 114 | + \rho_\alpha(r)=\Lambda_i^{-3}e^{\beta\left(\mu_i-\hat F_{\rho_\alpha}(r)-V_\alpha^\mathrm{ext}(r)\right)}\prod_{\alpha'}I_{\alpha\alpha'}(r) |
| 115 | +
|
| 116 | +with |
| 117 | + |
| 118 | +.. math:: |
| 119 | +
|
| 120 | + I_{\alpha\alpha'}(r)=\int e^{-\beta\left(F_{\rho_{\alpha'}}(r')+V_{\alpha'}^\mathrm{ext}(r')\right)}\left(\prod_{\alpha''\neq\alpha}I_{\alpha'\alpha''}(r)\right)\omega_\mathrm{chain}^{\alpha\alpha'}(r-r')dr |
| 121 | +
|
| 122 | +The index $\alpha$ is used for every segment on component $i$, $\alpha'$ refers to all segments bonded to segment $\alpha$ and $\alpha''$ to all segments bonded to $\alpha'$. |
| 123 | +For bulk systems the expressions simplify to |
| 124 | + |
| 125 | +.. math:: |
| 126 | +
|
| 127 | + \rho_\alpha^\mathrm{b}=\Lambda_i^{-3}e^{\beta\left(\mu_i-\sum_\gamma\hat F_{\rho_\gamma}^\mathrm{b,res}\right)} |
| 128 | +
|
| 129 | +which shows that, by construction, the density of every segment on a molecule is identical in a bulk system. The index $\gamma$ refers to all segments on moecule $i$. The expressions can be combined in a similar way as for the molecular DFT: |
| 130 | + |
| 131 | +.. math:: |
| 132 | +
|
| 133 | + \rho_\alpha(r)=\rho_\alpha^\mathrm{b}e^{\beta\left(\sum_\gamma\hat F_{\rho_\gamma}^\mathrm{b,res}-\hat F_{\rho_\alpha}^\mathrm{res}(r)-V_\alpha^\mathrm{ext}(r)\right)}\prod_{\alpha'}I_{\alpha\alpha'}(r) |
| 134 | +
|
| 135 | +At this point it can be numerically useful to redistribute the bulk contributions back into the bond integrals |
| 136 | + |
| 137 | +.. math:: |
| 138 | +
|
| 139 | + \rho_\alpha(r)=\rho_\alpha^\mathrm{b}e^{\beta\left(\hat F_{\rho_\alpha}^\mathrm{b,res}-\hat F_{\rho_\alpha}^\mathrm{res}(r)-V_\alpha^\mathrm{ext}(r)\right)}\prod_{\alpha'}I_{\alpha\alpha'}(r) |
| 140 | +
|
| 141 | +.. math:: |
| 142 | +
|
| 143 | + I_{\alpha\alpha'}(r)=\int e^{\beta\left(\hat F_{\rho_{\alpha'}}^\mathrm{b,res}-\hat F_{\rho_{\alpha'}}^\mathrm{res}(r')-V_{\alpha'}^\mathrm{ext}(r')\right)}\left(\prod_{\alpha''\neq\alpha}I_{\alpha'\alpha''}(r)\right)\omega_\mathrm{chain}^{\alpha\alpha'}(r-r')dr |
| 144 | +
|
| 145 | +Combined expression |
| 146 | +------------------- |
| 147 | + |
| 148 | +To avoid having multiple implementations of the central part of the DFT code, the different descriptions of molecules can be combined in a single version of the Euler-Lagrange equation: |
| 149 | + |
| 150 | +.. math:: |
| 151 | +
|
| 152 | + \rho_\alpha(r)=\rho_\alpha^\mathrm{b}e^{\frac{\beta}{m_\alpha}\left(\hat F_{\rho_\alpha}^\mathrm{b,res}-\hat F_{\rho_\alpha}^\mathrm{res}(r)-V_\alpha^\mathrm{ext}(r)\right)}\prod_{\alpha'}I_{\alpha\alpha'}(r) |
| 153 | +
|
| 154 | +If molecules consist of single (possibly non-spherical) segments, the Euler-Lagrange equation simplifies to that of the homosegmented chains shown above. For heterosegmented chains, the correct expression is obtained by setting $m_\alpha=1$. |
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