Spin-Orbit Calculations in QMC¶

Introduction¶

In order to introduce relativistic effects in real materials, in principle the full Dirac equation must be solved where the resulting wave function is a four-component spinor. For the valence electrons that participate in chemistry, the single particle spinors can be well approximated by two-component spinors as two of the components are negligible. Note that this is not true for the deeper core electrons, where all four components contribute. In light of this fact, relativistic pseudopotentials have been developed to remove the core electrons while providing an effective potential for the valence electrons [DC12]. This allows relativistic effects to be studied in QMC methods using two-component spinor wave functions.

In QMCPACK, spin-orbit interactions have been implemented following the methodology described in [MZG+16] and [MBM16]. We briefly describe some of the details below.

Single-Particle Spinors¶

The single particle spinors used in QMCPACK take the form

(57)¶\[\begin{split} \phi(\mathbf{r},s) &=& \, \phi^\uparrow(\mathbf{r}) \chi^\uparrow(s) + \phi^{\downarrow}(\mathbf{r})\chi^\downarrow(s) \\ &=& \, \phi^\uparrow(\mathbf{r}) e^{i s} + \phi^{\downarrow}(\mathbf{r}) e^{-i s}\:,\end{split}\]

where \(s\) is the spin variable and using the complex spin representation. In order to carry out spin-orbit calculations in solids, the single-particle spinors can be obtained using Quantum Espresso. After carrying out the spin-orbit calculation in QE (with flags noncolin = .true., lspinorb = .true., and a relativistic .UPF pseudopotential), the spinors can be obtained by using the converter convertpw4qmc:

convertpw4qmc data-file-schema.xml

where the data-file-schema.xml file is output from your QE calculation. This will produce an eshdf.h5 file which contains the up and down components of the spinors per k-point.

Trial Wavefunction¶

Using the generated single particle spinors, we build the many-body wavefunction in a similar fashion to the normal non-relativistic calculations, namely

(58)¶\[\Psi_T(\mathbf{R},\mathbf{S}) = e^J \sum\limits_\alpha c_\alpha \det_\alpha\left[ \phi_i(\mathbf{r}_j, s_j) \right]\:,\]

where we now utilize determinants of spinors, as opposed to the usual product of up and down determinants. An example xml input block for the trial wave function is show below:

Listing 52 wavefunction specification for a single determinant trial wave funciton¶

<?xml version="1.0"?>
<qmcsystem>
  <wavefunction name="psi0" target="e">
    <sposet_builder name="spo_builder" type="spinorbspline" href="eshdf.h5" tilematrix="100010001" twistnum="0" source="ion0" size="10">
      <sposet type="bspline" name="myspo" size="10">
        <occupation mode="ground"/>
      </sposet>
    </sposet_builder>
    <determinantset>
      <slaterdeterminant>
        <determinant id="det" group="u" sposet="myspo" size="10"\>
      </slaterdeterminant>
    </determinantset>
    <jastrow type="One-Body" name="J1" function="bspline" source="ion0" print="yes">
        <correlation elementType="O" size="8" cusp="0.0">
           <coefficients id="eO" type="Array">
           </coefficients>
        </correlation>
     </jastrow>
    <jastrow type="Two-Body" name="J2" function="bspline" print="yes">
      <correlation speciesA="u" speciesB="u" size="8">
        <coefficients id="uu" type="Array">
        </coefficients>
      </correlation>
    </jastrow>
  </wavefunction>
</qmcsystem>

We note that we only specify an “up” determinant, since we no longer need a product of up and down determinants. In the Jastrow specification, we only need to provide the jastrow terms for the same spin as there is no longer a distinction between the up and down spins.

We also make a small modification in the particleset specification:

Listing 53 specification for the electron particle when performing spin-orbit calculations¶

<particleset name="e" random="yes" randomsrc="ion0">
   <group name="u" size="10" mass="1.0">
      <parameter name="charge"              >    -1                    </parameter>
      <parameter name="mass"                >    1.0                   </parameter>
   </group>
</particleset>

Note that we only provide a single electron group to represent all electrons in the system, as opposed to the usual separation of up and down electrons.

note: In the current implementation, spinor wavefunctions are only supported at the single determinant level. Multideterminant spinor wave functions will be supported in a future release.

QMC Methods¶

In this formalism, the spin degree of freedom becomes a continuous variable similar to the spatial degrees of freedom. In order to sample the spins, we introduce a spin kinetic energy operator

(59)¶\[T_s = \sum_{i=1}^{N_e} -\frac{1}{2\mu_s} \left[ \frac{\partial^2}{\partial s_i^2} + 1\right]\:,\]

where \(\mu_s\) is a spin mass. This operator vanishes when acting on an arbitrary spinor or anti-symmetric product of spinors due to the offset. This avoids any unphysical contribution to the local energy. However, this does contribute to the Green’s function in DMC,

(60)¶\[G(\mathbf{R}' \mathbf{S}' \leftarrow \mathbf{R}\mathbf{S}; \tau, \mu_s) \propto G(\mathbf{R}'\leftarrow\mathbf{R}; \tau) \exp\left[ -\frac{\mu_s}{2\tau}\left| \mathbf{S}' - \mathbf{S} - \frac{\tau}{\mu_s}\mathbf{v}_{\mathbf{S}}(\mathbf{S})\right|^2\right] \:,\]

where \(G(\mathbf{R}'\leftarrow\mathbf{R}; \tau)\) is the usual Green’s function for the spatial evolution and the spin kinetic energy operator introduces a Green’s function for the spin variables. Note that this includes a contribution from the spin drift \(\mathbf{v}_{\mathbf{S}}(\mathbf{S}) = \nabla_{\mathbf{S}} \ln \Psi_T(\mathbf{S})\).

In both the VMC and DMC methods, the spin sampling is controlled by two input parameters in the xml blocks.

<qmc method="vmc/dmc">
  <parameter name="steps"    >    50   </parameter>
  <parameter name="blocks"   >    50   </parameter>
  <parameter name="walkers"  >    10   </parameter>
  <parameter name="timestep" >  0.01   </parameter>
  <parameter name="spinMoves">   yes   </parameter>
  <parameter name="spinMass" >   1.0   </parameter>
</qmc>

The spinMoves flag turns on the spin sampling, which is off by default. The spinMass flag sets the \(\mu_s\) parameter used in the particle updates, and effectively controls the rate of sampling for the spin coordinates relative to the spatial coordinates. A larger/smaller spin mass corresponds to slower/faster spin sampling relative to the spatial coordinates.

Spin-Orbit Effective Core Potentials¶

The spin-orbit contribution to the Hamiltonian can be introduced through the use of Effective Core Potentials (ECPs). As described in [MBM16], the relativistic (semilocal) ECPs take the general form

(61)¶\[W^{\rm RECP} = W_{LJ}(r) + \sum_{\ell j m_j} W_{\ell j}(r) | \ell j m_j \rangle \langle \ell j m_j | \:,\]

where the projectors \(|\ell j m_j\rangle\) are the so-called spin spherical harmonics. An equivalent formulation is to decouple the fully relativistic effective core potential (RECP) into averaged relativistic (ARECP) and spin-orbit (SORECP) contributions:

(62)¶\[\begin{split}W^{\rm RECP} &=& \, W^{\rm ARECP} + W^{\rm SOECP} \\ W^{\rm ARECP} &=& \, W^{\rm ARECP}_L(r) + \sum_{\ell m_\ell} W_\ell^{ARECP}(r) | \ell m_\ell \rangle \langle \ell m_\ell| \\ W^{\rm SORECP} &=& \sum_\ell \frac{2}{2\ell + 1} \Delta W^{\rm SORECP}_\ell(r) \sum\limits_{m_\ell,m_\ell'} |\ell m_\ell\rangle \langle \ell m_\ell | \vec{\ell} \cdot \vec{s} | \ell m_\ell' \rangle \langle \ell m_\ell'|\:.\end{split}\]

Note that the \(W^{\rm ARECP}\) takes exactly the same form as the semilocal pseudopotentials used in standard QMC calculations. In the pseudopotential .xml file format, the \(W^{\rm ARECP}_\ell(r)\) terms are tabulated as usual. If spin-orbit terms are included in the .xml file, the file must tabulate the entire radial spin-orbit prefactor \(\frac{2}{2\ell + 1}\Delta W^{\rm SORECP}_\ell(r)\). We note the following relations between the two representations of the relativistic potentials

(63)¶\[\begin{split}W^{\rm ARECP}_\ell(r) &=& \frac{\ell+1}{2\ell+1} W^{\rm RECP}_{\ell,j=\ell+1/2}(r) + \frac{\ell}{2\ell+1} W^{\rm RECP}_{\ell,j=\ell-1/2}(r) \\ \Delta W^{\rm SORECP}_\ell(r) &=& W^{\rm RECP}_{\ell,j=\ell+1/2}(r) - W^{\rm RECP}_{\ell,j=\ell-1/2}(r)\end{split}\]

The structure of the spin-orbit .xml is

<?xml version="1.0" encoding="UTF-8"?>
<pseudo>
  <header ... relativistic="yes" ... />
  <grid ... />
  <semilocal units="hartree" format="r*V" npots-down="4" npots-up="0" l-local="3" npots="2">
    <vps l="s" .../>
    <vps l="p" .../>
    <vps l="d" .../>
    <vps l="f" .../>
    <vps_so l="p" .../>
    <vps_so l="d" .../>
  </semilocal>
</pseudo>

This is included in the Hamiltonian in the same way as the usual pseudopotentials. If the <vps_so> elements are found, the spin-orbit contributions will be present in the calculation. By default, the spin-orbit terms will not be included in the local energy, but will be accumulated as an estimator. In order to include the spin-orbit directly in the local energy (and therefore propogated into the walker weights in DMC for example), the physicalSO flag should be set to yes in the Hamiltonian input, for example

<hamiltonian name="h0" type="generic" target="e">
  <pairpot name="ElecElec" type="coulomb" source="e" target="e" physical="true"/>
  <pairpot name="IonIon" type="coulomb" source=ion0" target="ion0" physical="true"/>
  <pairpot name="PseudoPot" type="pseudo" source="i" wavefunction="psi0" format="xml" physicalSO="yes">
    <pseudo elementType="Pb" href="Pb.xml"/>
  </pairpot>
</hamiltonian>

The contribution from the spin-orbit will be printed to the .stat.h5 and .scalar.dat files for post-processing. An example output is shown below

LocalEnergy           =           -3.4419 +/-           0.0014
Variance              =            0.1132 +/-           0.0013
Kinetic               =            1.1252 +/-           0.0027
LocalPotential        =           -4.5671 +/-           0.0028
ElecElec              =            1.6881 +/-           0.0025
LocalECP              =           -6.5021 +/-           0.0062
NonLocalECP           =            0.3286 +/-           0.0025
LocalEnergy_sq        =           11.9601 +/-           0.0086
SOECP                 =          -0.08163 +/-           0.0003

The NonLocalECP represents the \(W^{\rm ARECP}\), SOECP represents the \(W^{\rm SORECP}\), and the sum is the full \(W^{\rm RECP}\) contribution.

DC12: Michael Dolg and Xiaoyan Cao. Relativistic pseudopotentials: their development and scope of applications. Chemical Reviews, 112(1):403–480, 2012. PMID: 21913696. URL: https://doi.org/10.1021/cr2001383, arXiv:https://doi.org/10.1021/cr2001383, doi:10.1021/cr2001383.
MBM16(1,2): Cody A. Melton, M. Chandler Bennett, and Lubos Mitas. Quantum monte carlo with variable spins. The Journal of Chemical Physics, 144(24):244113, 2016. URL: https://doi.org/10.1063/1.4954726, arXiv:https://doi.org/10.1063/1.4954726, doi:10.1063/1.4954726.
MZG+16: Cody A. Melton, Minyi Zhu, Shi Guo, Alberto Ambrosetti, Francesco Pederiva, and Lubos Mitas. Spin-orbit interactions in electronic structure quantum monte carlo methods. Phys. Rev. A, 93:042502, Apr 2016. URL: https://link.aps.org/doi/10.1103/PhysRevA.93.042502, doi:10.1103/PhysRevA.93.042502.