Variational description of electron dynamics

Why study dynamics?

  • Directly related to experiments: electronic response to experimental probes
  • At finite temperatures, electron dynamics are always present
  • Goal: Develop a set of ab initio methods to study electron dynamics in strongly correlated molecular and condensed systems

Damped harmonic oscillator

\ddot{x}+\gamma\dot{x}+\omega_o^2x =F(t)

Response to an external time-dependent force \(F(t)\) 

x(t) = \int_{-\infty}^{\infty} dt' \chi(t-t')F(t') \xrightarrow{\mathcal{F}} x(\omega) = \chi(\omega) F(\omega)
\chi(\omega) = \dfrac{1}{-\omega^2+i\gamma\omega+\omega_0^2}

green's function, susceptibility, response function, ...

\chi(\tau)\propto\Theta(\tau)e^{-\gamma\tau/2}
\text{Im}\chi(\omega) = \dfrac{\omega\gamma}{(\omega_0^2-\omega^2)^2+\gamma^2\omega^2}

Spectral function \(\propto\) dissipation (\(\gamma\))

\omega_{\pm}=-\dfrac{i\gamma}{2}\pm\sqrt{\omega_0^2-\gamma^2/4}

Poles:

Linear response functions in QM

Suppose a system is perturbed as \(H_{ext} = F(t)\hat{B}\), then the response of \(\langle\hat{A}\rangle\) to linear order is given by

\delta\langle\hat{A}\rangle(t) = \int_{-\infty}^{\infty}\chi_{AB}(t-t')F(t')dt'

Kubo formula:

\chi_{AB}(t-t') =-i\Theta(t-t')\langle[\hat{A}(t),\hat{B}(t')]\rangle_0

Spectral representation:

\chi_{AB}(\omega) = \sum_{m\neq0}\dfrac{\langle\psi_0|\hat{A}|\psi_m\rangle\langle\psi_m|\hat{B}|\psi_0\rangle}{\omega-(E_m-E_0)+i\eta} - \dfrac{\langle\psi_0|\hat{B}|\psi_m\rangle\langle\psi_m|\hat{A}|\psi_0\rangle}{\omega-(E_0-E_m)+i\eta}

For the case \(\hat{A} = \hat{B}\), dissipation \(\propto\) fluctuations

\text{Im}\chi(\omega)=-\pi\sum_{m\neq0}|\langle\psi_0|\hat{A}|\psi_m\rangle|^2\delta(\omega-(E_n-E_0))\propto\langle \hat{A}(\omega)\hat{A}(0)\rangle_0

Fermi's golden rule: scattering amplitude for probe particle, could be a photon, neutron, electron, etc.

Different spectroscopies couple to different operators \(\hat{A}\)

  • Photoemission/attachment:  \(\hat{c}_{\mathbf{k}}\),\(\hat{c}_{\mathbf{k}}^{\dagger}\)
  • X-ray scattering: \(\rho(x)\)
  • neutorn scattering: \(\rho_{\sigma}(x)\)

Adiabatic theorem: Elementary excitations of the electron Fermi liquid

  • Model condensed system: interacting electron liquid, compensating uniform background
  • In the noninteracting limit, reduces to free Fermi gas with excitations described by free electrons and holes
  • Adiabatic theorem: If you imagine turning on the interaction slowly, these simple states evolve into quasiparticles 

How can we describe particle-hole excitations?

  • Add excitations to interacting ground-state:
|\psi_{\mathbf{q}}\rangle=c_{\mathbf{k}+\mathbf{q}}^{\dagger}c_{\mathbf{k}}|\psi_0\rangle
  • Construct effective Hamiltonian for these states that encodes interactions between them
H^{\text{eff}}_{\mathbf{q}\mathbf{q'}}=\langle\psi_{\mathbf{q}}|H|\psi_{\mathbf{q'}}\rangle
  • Find low-lying eigenvalues of this effective Hamiltonian to find excitation energies
  • This approach is very general and used in traditional theories like equation of motion CCSD

Strong interactions destroy quasiparticles

  • Hubbard model:  undergoes Mott transition at critical \(U\), even at zero temperature!
H = \sum_{\langle ij\rangle,\sigma}(c_{i\sigma}^{\dagger}c_{j\sigma}+\text{h.c.}) +\sum_{i}Un_{i\uparrow}n_{j\downarrow}
  • For small \(U\), behaves like a weakly interacting Fermi liquid
  • As \(U\) is increased, electrons become localized and the system becomes an insulator, no explanation in terms of quasiparticles possible

Describing correlated excitations

  • Same strategy as before, act excitations onto the ground state, now in terms of local orbitals
|\psi_{ij}\rangle=a_{i}^{\dagger}a_{j}|\psi_0\rangle
  • Construct an effective Hamiltonian for these states and find low lying states
  • Numerically, deterministic algorithms require construction of high-rank reduced density matrices to accomplish this
|\psi_0\rangle=\hat{\mathcal{J}}\hat{P}|\phi\rangle
  • We use Jastrow symmetry projected mean field states

A way to avoid RDM's: use stochastic sampling

\dfrac{\langle\psi_{\mu}|H|\psi_{\nu}\rangle}{\langle{\psi_s}|{\psi_s}\rangle} = \sum_n\dfrac{|\langle n|\psi_s\rangle|^2}{\langle\psi_s|\psi_s\rangle}\dfrac{\langle\psi_{\mu}|n\rangle}{\langle\psi_{s}|n\rangle}\dfrac{\langle n|H|\psi_{\nu}\rangle}{\langle n|\psi_s\rangle}

walker

Generate Hamiltonian excitations from the walker using heat-bath screened sampling

We implemented this for multireference configuration interaction calculations which require similar Hamiltonian construction

Preliminary results for excited states

Improvements: need to include more excitation classes, e.g. cofermions 

Hydrogen chain of 10 atoms, near equilibrium geometry

z_{i\sigma}=c_{i\sigma}n_{i\bar{\sigma}}

Time-dependent variational principle

A variational principle for the time-dependent Schrodinger equation!

\langle\delta\psi|\left(H-i\partial_t\right)|\psi\rangle = 0

Geometrically:

Expand wavefunction linearly in parameters at \(|\psi_0\rangle\), and diagonalize the effective Hamiltonian in the tangent space:

Another approach to get excited states

Numerically, all gradients can be evaluated at the same cost as the function!

Thank you!