Notes on Multipolar Ewald
References:
- Anthony's book
- The Multipolar Ewald paper in JCTC: J. Chem. Theory Comput. 2015, 11, 2, 436–450 Link
- The
convert_mom_to_xml.py
code, which converts the CAMCASP moments (global harmonics) to OpenMM moments (local cartesian).
- The dispersion Ewald/PME: Link
Relevant mathematics
Cartesian Tensors
Multipole operators in Cartesian Tensors:
\[
\displaylines{
\begin{align}
&\hat{q} = 1 \\
&\hat{\mu}_{\alpha} = r_{\alpha} \\
&\hat{\Theta}_{\alpha\beta}=\frac{3}{2}\left(r_{\alpha}r_{\beta}-\frac{1}{3}r^2\delta_{\alpha\beta}\right)
\end{align}
}
\]
Interaction Hamiltonian (up to quadrupole):
\[
\displaylines{
\hat{H}' = T q^{A} q^{B}+T_{\alpha}\left(q^{A} \hat{\mu}_{\alpha}^{B}-\hat{\mu}_{\alpha}^{A} q^{B}\right)+T_{\alpha \beta}\left(\frac{1}{3} q^{A} \hat{\Theta}_{\alpha \beta}^{B}-\hat{\mu}_{\alpha}^{A} \hat{\mu}_{\beta}^{B}+\frac{1}{3} \hat{\Theta}_{\alpha \beta}^{A} q^{B}\right) \\
-\frac{1}{3} T_{\alpha \beta \gamma}\left(\hat{\mu}_{\alpha}^{A} \hat{\Theta}_{\beta \gamma}^{B}-\hat{\Theta}_{\alpha \beta}^{A} \hat{\mu}_{\gamma}^{B}\right) +\frac{1}{9}T_{\alpha \beta \gamma \delta}\hat{\Theta}_{\alpha \beta}^{A} \hat{\Theta}_{\gamma \delta}^{B} + \cdots
}
\]
And the corresponding interaction tensors are:
\[
T_{\alpha \beta \ldots v}^{(n)}=\frac{1}{4 \pi \epsilon_{0}} \nabla_{\alpha} \nabla_{\beta} \ldots \nabla_{v} \frac{1}{R}
\]
The first few terms are listed in the page 4 of Anthony's book (up to quad-quad interactions).
Spherical Tensors
The often seen spherical harmonics include:
- The original spherical harmonics (adopting the convention without \((-1)^m\)):
\[
Y_{lm}(\theta, \phi) = \sqrt{\frac{2 l+1}{4 \pi} \frac{(l-m) !}{(l+m) !}} P_{l}^{m}(\cos \theta) e^{i m \phi}
\]
with \(P_l^m\) being the associated Legendre Polynomials:
$$
P_{\ell}^{m}(x)=\frac{(-1)^{m}}{2^{\ell} \ell !}\left(1-x^{2}\right)^{m / 2} \frac{d^{\ell+m}}{d x^{\ell+m}}\left(x^{2}-1\right)^{\ell}
$$
Note we have:
$$
P_{\ell}^{-m}(x)=(-1)^{m} \frac{(\ell-m) !}{(\ell+m) !} P_{\ell}^{m}(x)
$$
The exact form of these polynomials can be found in:
Associated_Legendre_polynomials
The lowest few orders of them are:
\[
\displaylines{
\begin{aligned}
&P_{0}^{0}(x)=1 \\
&P_{1}^{0}(x)=x \\
&P_{1}^{1}(x)=-\left(1-x^{2}\right)^{1 / 2} \\
&P_{2}^{0}(x)=\frac{1}{2}\left(3 x^{2}-1\right) \\
&P_{2}^{1}(x)=-3 x\left(1-x^{2}\right)^{1 / 2} \\
&P_{2}^{2}(x)=3\left(1-x^{2}\right)
\end{aligned}
}
\]
- We also use the renormalized spherical harmonics:
\[
\displaylines{
C_{l m}(\theta, \varphi)=\sqrt{\frac{4 \pi}{2 l+1}} Y_{l m}(\theta, \varphi) \\
= \sqrt{\frac{(l-m) !}{(l+m) !}} P_{l}^{m}(\cos \theta) e^{i m \phi} \\
=\epsilon_m\sqrt{\frac{(l-|m|)!}{(l+|m|)!}} P_l^{|m|}(\cos\theta)e^{im\phi}
}
\]
Note that I believe the equation B.1.3 in Pg. 272 of Anthony's book is not quite right (missing an absolute value in \(P_l^m\)). Definition of \(\epsilon_m\) can be found in Pg. 272.
- Now we can define the regular and irregular spherical harmonics:
\[
\displaylines{
\begin{aligned}
R_{l m}(\vec{r}) &=r^{l} C_{l m}(\theta, \varphi) \\
I_{l m}(\vec{r}) &=r^{-l-1} C_{l m}(\theta, \varphi)
\end{aligned}
}
\]
In particular:
\[
R_{lm}(\vec{r}) = r^l \cdot \sqrt{\frac{(l-m) !}{(l+m) !}} P_{l}^{m}(\cos \theta) e^{i m \phi}
\]
From this we can define the real-valued regular spherical harmonics (for \(m>0\)):
\[
\displaylines{
\begin{aligned}
R_{l m c} &=\sqrt{\frac{1}{2}}\left[(-1)^{m} R_{l m}+R_{l,-m}\right] \\
\mathrm{i} R_{l m s} &=\sqrt{\frac{1}{2}}\left[(-1)^{m} R_{l m}-R_{l,-m}\right]
\end{aligned}
}
\]
According to my derivation, that is:
\[
\displaylines{
\begin{cases}
R_{l0} = r^l\cdot C_{l0} = r^l\cdot P_l^{0}(\cos\theta)\\
R_{lmc} = (-1)^m \cdot \sqrt{2} \cdot r^l \sqrt{\frac{(l-m)!}{(l+m)!}}P_l^m(\cos\theta)\cos(m\phi) \\
R_{lms} = (-1)^m \cdot \sqrt{2} \cdot r^l \sqrt{\frac{(l-m)!}{(l+m)!}}P_l^m(\cos\theta)\sin(m\phi)
\end{cases}
}
\]
In Anthony's book, they usually use Greek letters (\(\mu,\nu,\kappa\) etc.) or letter \(t,u\) to represent \(1c, 1s, 2c, 2s\) etc. These are the projector functions to compute all the moments.
In the real-valued regular spherical harmonics representation, the interaction energy is:
\[
\hat{H}' = \sum_{at,bu} {\hat{Q}_t^a T_{tu}^{ab}\hat{Q}_u^b}
\]
The interaction tensor \(T_{tu}^{AB}\) can be found in Appendix F of Anthony's book (pg. 291).
- A couple of things regarding paper: J. Chem. Theory Comput. 2015, 11, 2, 436–450 (https://pubs.acs.org/doi/abs/10.1021/ct5007983)
In this paper, the definition (in their notation) of:
\[
\displaylines{
C_{l\mu} = (-1)^{\mu}\sqrt{\left(2-\delta_{\mu, 0}\right)(l+\mu) !(l-\mu) !}\cdot R_{l\mu} \\
=
\begin{cases}
(-1)^{m}\sqrt{\left(2-\delta_{m, 0}\right)(l+m) !(l-m) !} \cdot R_{l mc}(\vec{r}) & \mu \geq 0 \\
(-1)^{-m}\sqrt{2(l-m) !(l+m) !} \cdot R_{lms}(\vec{r}) & \mu<0
\end{cases} \\
(\text{Here, we assumes $m=|\mu|$}) \\
=
\begin{cases}
r^l\cdot P_l^0(\cos\theta) & \mu=0 \\
(-1)^m\cdot\sqrt{2}\cdot r^l\sqrt{\frac{(l-m)!}{(l+m)!}}P_l^m(\cos\theta)\cos(m\phi) & \mu\gt 0 \\
(-1)^m\cdot\sqrt{2}\cdot r^l\sqrt{\frac{(l-m)!}{(l+m)!}}P_l^m(\cos\theta)\sin(m\phi) & \mu\lt 0
\end{cases}
}
\]
This is identical to Eqn. 14. Therefore, the \(C_{l\mu}\) in the JCTC paper is identical to the \(R_\mu\) in Anthony's book.
And the interaction function also checks out! So we have a compact form for the interaction tensor in table F.1 of the book
\[
T_{tu}^{ab} = \frac{R_t(\nabla_a)}{(2l_t-1)!!}\frac{R_u(\nabla_b)}{(2l_u-1)!!}\frac{1}{R_{ab}}
\]
This is verified manually by computing the \(T_{21c,11c}=T_{xz, x} = \sqrt{3}\frac{1}{R^4}\left(\hat{z}-5\hat{x}^2\hat{z}\right)\) tensor.
Rotations
Assume the local frame matrix for a particular atom is:
\[
\displaylines{
\mathbf{R} =
\left[
\matrix{
\mathbf{r_1^T} \\
\mathbf{r_2^T} \\
\mathbf{r_3^T} \\
}\right] = \left[
\matrix{
x_1 & y_1 & z_1 \\
x_2 & y_2 & z_2 \\
x_3 & y_3 & z_3
}\right]
}
\]
Then for any vector, the local (\(\vec{r}'\))-to-global (\vec{r}) transform is:
\[
\vec{r}=\mathbf{R}^T\cdot\vec{r}'
\]
Following the convention in the convert_mom_to_xml.py
code, assuming the order for spherical harmonics is: \(Q_{00}, Q_{10}, Q_{11c}, Q_{11s}, Q_{20}, Q_{21c}, Q_{21s}, Q_{22c}, Q_{22s}\)
For dipole, the harmonics-to-cartesian conversion is:
\[
\mathbf{C}_1=\left[
\matrix{
0 & 1 & 0 \\
0 & 0 & 1 \\
1 & 0 & 0
}
\right]
\]
So the local-harmonics-to-global-harmonics conversion for dipole moments is:
\[
\mathbf{R}_{1}^{l-g}=\mathbf{C}_1^T\mathbf{R}^T\mathbf{C}_1
\]
First of all, the cartesian moments are:
\[
\displaylines{
\mathbf{\Theta}=
\int {d\vec{r}\cdot\rho(\vec{r})\cdot\left(\frac{3}{2}\left[\matrix{
xx & xy & xz \\
yx & yy & yz \\
zx & zy & zz \\
}\right] - \frac{1}{2}r^2\mathbf{I} \right)} \\
= \int {d\vec{r}\cdot\rho(\vec{r})\cdot\left(\frac{3}{2}\vec{r}\vec{r}^T -\frac{1}{2}(\vec{r}^T\cdot\vec{r})\mathbf{I}\right)}
}
\]
Then obviously, the local-to-global conversion is:
\[
\mathbf{\Theta} = \mathbf{R}^T\mathbf{\Theta}'\mathbf{R}
\]
The conversion between \(\vec{\Theta}=[xx,yy,zz,xy,xz,yz]\) and harmonic moments (\(\vec{Q}=[Q_{20}, Q_{21c}, Q_{21s}, Q_{22c}, Q_{22s}]\)) is:
\[
\displaylines{
\mathbf{C}_2^{h-c} = \left[\matrix{
-\frac{1}{2} & 0 & 0 & \frac{\sqrt{3}}{2} & 0 \\
-\frac{1}{2} & 0 & 0 & -\frac{\sqrt{3}}{2} & 0 \\
1 & 0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 & \frac{\sqrt{3}}{2} \\
0 & \frac{\sqrt{3}}{2} & 0 & 0 & 0 \\
0 & 0 & \frac{\sqrt{3}}{2} & 0 & 0
}\right]
}
\]
\[
\vec{\Theta} = \mathbf{C}_2^{h-c} \vec{Q}
\]
And the inversed conversion is:
\[
\displaylines{
\mathbf{C}_2^{c-h} = \left[\matrix{
0 & 0 & 1 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 & \frac{2}{\sqrt{3}} & 0 \\
0 & 0 & 0 & 0 & 0 & \frac{2}{\sqrt{3}} \\
\frac{1}{\sqrt{3}} & -\frac{1}{\sqrt{3}} & 0 & 0 & 0 & 0 \\
0 & 0 & 0 & \frac{2}{\sqrt{3}} & 0 & 0 \\
}\right]
}
\]
\[
\vec{Q} = \mathbf{C}_2^{c-h}\vec{\Theta}
\]
So the rotation procedure from local-to-global rotation for (spherical harmonics) quadrupole moments is:
\[
\displaylines{
\vec{\Theta}' = \mathbf{C}_2^{h-c} \vec{Q}' \\
\mathbf{\Theta} = \mathbf{R}^T\mathbf{\Theta}'\mathbf{R} \\
\vec{Q} = \mathbf{C}_2^{c-h}\vec{\Theta}
}
\]
And vice-versa for the invert process.
Using sympy
, we can derive the actual linear transformation matrix, which is coded in test_rot_quad.py
. The derivation is done using derive_rot_mat.py
Multipolar Ewald
- The reciprocal space part:
The structure factor is:
$$
S(\vec{k}) = \sum_{a,t} Q_t^a\frac{R_t(\vec{k})(-i)^{l_t}}{(2l-1)!!}e^{-i\vec{k}\cdot\vec{R}_a}
$$
The reciprocal space energy is:
$$
E_{recip} = \sum_{k\neq 0} {\frac{2\pi}{V k^2}\exp\left(-\frac{k^2}{4\kappa^2}\right)\left|S(\vec{k})\right|^2}
$$
\[
\displaylines{
E_{real} = \sum_{\substack{a<b \\ t\in a, u\in b}} {Q_t^a \tilde{T}_{tu}^{ab} Q_u^b}
}
\]
And the damped real space operator is (to be derived!):
\[
\displaylines{
\tilde{T}_{t, u}^{a, b}=\frac{C_{t}\left(\nabla_{a}\right)}{(2 l_t-1) ! !} \frac{C_u\left(\nabla_{b}\right)}{(2 l_u-1) ! !} \frac{\operatorname{erfc}\left(\kappa R_{a b}\right)}{R_{a b}}
}
\]
\[
E_{self} = - \sum_{a, l \mu \in a} {Q_{l \mu}^a}^2 \sqrt{\frac{\kappa^2}{\pi}} \frac{(2 \kappa^2)^{l}}{(2 l+1) ! !}
\]
Multipolar PME
- The real space and the self parta are the same as ewald
- The reciprocal space part, the structural factor is:
\[
\displaylines{
\begin{align}
S(\vec{k}) & = \sum_{\vec{m}} {\exp\left[-2\pi i\left(\frac{m_1k_1}{K_1}+ \frac{m_2k_2}{K_2} + \frac{m_3k_3}{K_3}\right)\right]}
\sum_{a,l\mu} {Q_{l\mu}^a \frac{R_{l\mu}(\nabla_a)}{(2l-1)!!}\theta(\vec{R_m}-\vec{R}_a)} \\
& =FFT\left(\sum_{a,l\mu} {Q_{l\mu}^a \frac{R_{l\mu}(\nabla_a)}{(2l-1)!!}\theta(\vec{R}_m-\vec{R}_a)}\right) \\
& =FFT\left(Q(\vec{m})\right)
\end{align}
}
\]
Here, \(Q(\vec{m})\) is the "spreading" of moments on real space grid.
And the energy is:
\[
\displaylines{
E_{recip} = \sum_{\vec{k}\neq 0} {\frac{2\pi}{Vk^2}\exp\left[\frac{k^2}{4\kappa^2}\right]\left|S(\vec{k})\right|^2}\frac{1}{\left|\theta(\vec{k})\right|^2} \\
\theta(\vec{k}) = \theta(k_1)\theta(k_2)\theta(k_3) \\
\theta(k) = \sum_{m=-n/2}^{n/2} {M_n\left(m+\frac{n}{2}\right)\exp\left(-2\pi i\frac{mk}{K}\right)}
}
\]
The expression for \(M_6(u)\) and its derivatives (related to \(R_{l\mu}(\nabla_a)\theta(\vec{R}_m-\vec{R}_a)\)) is (dervied by derive_theta.py
code):
\[
\displaylines{
M_6(u)=\begin{cases}
\frac{u^{5}}{120} & 0 \le u \le 1 \\
\frac{u^{5}}{120} - \frac{\left(u - 1\right)^{5}}{20} & 1 \le u \le 2 \\
\frac{u^{5}}{120} + \frac{\left(u - 2\right)^{5}}{8} - \frac{\left(u - 1\right)^{5}}{20} & 2 \le u \le 3 \\
\frac{u^{5}}{120} - \frac{\left(u - 3\right)^{5}}{6} + \frac{\left(u - 2\right)^{5}}{8} - \frac{\left(u - 1\right)^{5}}{20} & 3 \le u \le 4 \\
\frac{u^{5}}{24} - u^{4} + \frac{19 u^{3}}{2} - \frac{89 u^{2}}{2} + \frac{409 u}{4} - \frac{1829}{20} & 4 \le u \le 5 \\
- \frac{u^{5}}{120} + \frac{u^{4}}{4} - 3 u^{3} + 18 u^{2} - 54 u + \frac{324}{5} & 5 \le u \le 6 \\
\end{cases}
}
\]
\[
\displaylines{
M'_6(u)=\begin{cases}
\frac{u^{4}}{24} & 0 \le u \le 1 \\
\frac{u^{4}}{24} - \frac{\left(u - 1\right)^{4}}{4} & 1 \le u \le 2 \\
\frac{u^{4}}{24} + \frac{5 \left(u - 2\right)^{4}}{8} - \frac{\left(u - 1\right)^{4}}{4} & 2 \le u \le 3 \\
- \frac{5 u^{4}}{12} + 6 u^{3} - \frac{63 u^{2}}{2} + 71 u - \frac{231}{4} & 3 \le u \le 4 \\
\frac{5 u^{4}}{24} - 4 u^{3} + \frac{57 u^{2}}{2} - 89 u + \frac{409}{4} & 4 \le u \le 5 \\
- \frac{u^{4}}{24} + u^{3} - 9 u^{2} + 36 u - 54 & 5 \le u \le 6 \\
\end{cases}
}
\]
\[
\displaylines{
M''_6(u)=\begin{cases}
\frac{u^{3}}{6} & 0 \le u \le 1 \\
\frac{u^{3}}{6} - \left(u - 1\right)^{3} & 1 \le u \le 2 \\
\frac{5 u^{3}}{3} - 12 u^{2} + 27 u - 19 & 2 \le u \le 3 \\
- \frac{5 u^{3}}{3} + 18 u^{2} - 63 u + 71 & 3 \le u \le 4 \\
\frac{5 u^{3}}{6} - 12 u^{2} + 57 u - 89 & 4 \le u \le 5 \\
- \frac{u^{3}}{6} + 3 u^{2} - 18 u + 36 & 5 \le u \le 6 \\
\end{cases}
}
\]
And we have something like:
\[
\displaylines{
\partial_\alpha\partial_\beta \theta(\vec{R}_m-\vec{R}_a) = (2\pi)^2 \frac{K_\alpha K_\beta}{L_\alpha L_\beta}
M'_\alpha M'_\beta M_\gamma \\
\partial_\alpha^2 \theta(\vec{R}_m-\vec{R}_a) = (2\pi)^2 \left(\frac{K_\alpha}{L_\alpha}\right)^2
M''_\alpha M_\beta M_\gamma
}
\]
Also, be aware of the position of \(R_a\), taking derivative w.r.t \(a\) (i.e., the \(\nabla_a\)) gives a \((-1)^l\) term!!!
FFP Method
- The real space part is the same as Ewald, but simply replacing \(\kappa\) with \(\kappa/\sqrt{2}\).
- There is no self term.
- The reciprocal space part is computed as following:
First define the gaussian multipole function
\[
\displaylines{
\chi_{l \mu}\left(\vec{r}-\vec{R}_{a}\right)=\frac{C_{l \mu}\left(\vec{r}-\vec{R}_{a}\right)}{(2 l-1) ! !}(2 \kappa^2)^{l}\left(\frac{\kappa^2}{\pi}\right)^{3 / 2} \mathrm{e}^{-\kappa^2\left|\vec{r}-\vec{R}_{a}\right|^{2}}
}
\]
Then, use this function to spread moments on real space grid:
\[
Q(\vec{m}) = \sum_{a,l\mu} {Q_{l\mu}^a} \chi_{l\mu}(\vec{R}_m - \vec{R}_a)
\]
Then do Fourier transform:
\[
\tilde{\rho}(\vec{k}) = \frac{V}{K}FFT(Q(\vec{m}))
\]
And the energy is:
\[
E_{recip} = \sum_{\vec{k}\neq 0} {\frac{2\pi}{Vk^2}}\left|\tilde{\rho}(\vec{k})\right|^2
\]
- This seems to be simpler to code, but maybe slower than PME.
Notes on the MPID Code:
- NOTE! We may directly copy the real space code from MPID plugin (
reference/src/SimTKReference/MPIDReferenceForce.cpp
)! Just notice the key quantities in the calculatePmeDirectElectrostaticPairIxn
are:
- mScale: the scaling between permanent multipole interactions
- pScale: the scaling between permanent and induced dipole
- dScale: the scaling between induced-induced dipole (? not sure about this yet, seems to be equivalent to pScale)
rInvVec[n]
is simply \(\frac{1}{r^n}\)
alphaRVec[n]
is simply \(\kappa^n r^n\)
-
X
is: $ 2\frac{\exp(-\kappa^2 r^2)}{\sqrt{\pi}}$
-
Regarding why the final energy is computed as the interactions between fixed multipoles and fixed multipoles + half induced dipoles. It can be understood as this:
The energy as a function of induced dipole moments (\(\mathbf{\mu}\)) is effectively a quadratic function:
$$
E_{tot} = \frac{1}{2}\mathbf{\mu}^T\mathbf{K}\mathbf{\mu} - F^T\mathbf{\mu}
$$
The first term contains the energy penalty for being polarized (the diagonal \(\frac{1}{2\alpha} \mu^2\) terms), and also the off-diagonal induced dipole - induced dipole interactions. \(\mathbf{K}\) must be symmetric, and \(F\), as a vector, is effectively the permanent electric field on each site. The second term is the interactions between induced dipole and fixed multipoles
Then we minimize \(E_{tot}\) with respect to \(\mu\), we obtain:
$$
\mathbf{K\mu} = F
$$
Then we have the total energy:
$$
E_{tot} = \frac{1}{2}\mu^TF-F^T\mu=-\frac{1}{2} F^T\mu
$$
That is, exactly the interactions between fixed multipole with half induced dipole (formally, without the induced dip - induced dip interaction!).
Notes on the Dispersion PME
Ewald
Another extension for PME is the PME for potential with form \(C_iC_j/r^p\) (e.g., dispersion interactions). See the original derivation in the Appendix A of:
https://aip.scitation.org/doi/pdf/10.1063/1.470117
Assuming that \(C_{ij}=\sqrt{C_iC_j}=c_ic_j\) (suppose we define \(c_i=\sqrt{C_i}\))
Then the basic Ewald energy (\(\sum_{i<j}c_ic_j/r^p\)) equations are:
\[
\displaylines{
E_{real} = \sum_{i<j} \frac{c_ic_j}{r^p}g_p(\kappa r_{ij}) \\
E_{recip} = \frac{\pi^{3/2}\kappa^{p-3}}{2V} \sum_\vec{k} f_p\left(\frac{k}{2\kappa}\right)\left|S(\vec{k})\right|^2 \\
E_{self} =-\frac{\kappa^p}{p\Gamma(p/2)}\sum_i c_i^2
}
\]
In here, we have:
\[
\displaylines{
f_p(x) = \frac{2x^{p-3}}{\Gamma(p/2)}\int_x^{\infty}{s^{2-p}\exp(-s^2)ds} \\
g_p(x) = \frac{2}{\Gamma(p/2)}\int_x^{\infty}{s^{p-1}\exp(-s^2)ds} \\
S(\vec{k}) = \sum_i {c_i\exp(i\vec{k}\cdot\vec{r}_i)}
}
\]
The real space part mainly depends on \(g_p\), for dispersion, we have the following recursive relationship for \(g\):
\[
\displaylines{
\begin{align}
g_2(x) &= \exp(-x^2) \\
g_p(x) &= \frac{x^{p-2}}{\Gamma\left(\frac{p}2{}\right)}\exp(-x^2) + g_{p-2}(x)
\end{align}
}
\]
Therefore, we have:
\[
\displaylines{
\begin{align}
g_6 & = \left(1+x^2+\frac{1}{2}x^4\right)\exp(-x^2) \\
g_8 & = \left(1+x^2+\frac{1}{2}x^4 + \frac{1}{6}x^6\right)\exp(-x^2) \\
g_{10} & = \left(1+x^2+\frac{1}{2}x^4 + \frac{1}{6}x^6 + \frac{1}{24}x^8\right)\exp(-x^2)
\end{align}
}
\]
- The reciprocal space part:
The recursive relation of \(f_p\) is:
\[
\displaylines{
\begin{align}
f_2(x) & = \frac{\sqrt{\pi}}{x} \text{erfc}(x) \\
f_p(x) & = \frac{2}{(p-3)\Gamma\left(\frac{p}{2}\right)}\exp(-x^2) - \frac{4 x^2}{(p-2)(p-3)}f_{p-2}(x)
\end{align}
}
\]
Therefore, we have:
\[
\displaylines{
\begin{align}
f_6 & = \left(\frac{1}{3} - \frac{2}{3}x^2\right) \exp(-x^2) + \frac{2}{3}x^3 \sqrt{\pi}\cdot\text{erfc}(x) \\
f_8 & = \left(\frac{1}{15} - \frac{2}{45}x^2 +\frac{4}{45}x^4\right) \exp(-x^2) - \frac{4}{45}x^5 \sqrt{\pi}\cdot\text{erfc}(x) \\
f_{10} &= \left(\frac{1}{84} - \frac{1}{210}x^2 +\frac{1}{315}x^4 - \frac{2}{315}x^6\right) \exp(-x^2) + \frac{2}{315}x^7 \sqrt{\pi}\cdot\text{erfc}(x)
\end{align}
}
\]
NOTE: compare to the \(p=1\) (Coulombic interaction case), the \(\vec{k} = 0\) term is well defined and should not be dropped!
$$
\operatorname{erfc}(\kappa r) \rightarrow g_p(\kappa r)
$$
$$
\frac{2\pi}{Vk^2}\exp\left(-\frac{k^2}{4\kappa^2}\right) \rightarrow \frac{\pi^{3/2}\kappa^{p-3}}{2V}f_p\left(\frac{k}{2\kappa}\right)
$$
And include the \(\Gamma\) point in the reciprocal space summation.
$$
\frac{\kappa}{\sqrt{\pi}} \rightarrow \frac{\kappa^p}{p\Gamma(p/2)}
$$
That is it!