Fast and accurate nonadiabatic molecular dynamics enabled through variational interpolation of correlated electron wavefunctions
- URL: http://arxiv.org/abs/2403.12275v2
- Date: Tue, 30 Apr 2024 21:37:03 GMT
- Title: Fast and accurate nonadiabatic molecular dynamics enabled through variational interpolation of correlated electron wavefunctions
- Authors: Kemal Atalar, Yannic Rath, Rachel Crespo-Otero, George H. Booth,
- Abstract summary: We develop a small training set of many-body wavefunctions through chemical space at mean-field cost.
We show that analytic multi-state forces and nonadiabatic couplings from the model enable application to nonadiabatic molecular dynamics.
This culminates in application to the nonadiabatic molecular dynamics of a photoexcited 28-atom hydrogen chain.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We build on the concept of eigenvector continuation to develop an efficient multi-state method for the rigorous and smooth interpolation of a small training set of many-body wavefunctions through chemical space at mean-field cost. The inferred states are represented as variationally optimal linear combinations of the training states transferred between the many-body basis of different nuclear geometries. We show that analytic multi-state forces and nonadiabatic couplings from the model enable application to nonadiabatic molecular dynamics, developing an active learning scheme to ensure a compact and systematically improvable training set. This culminates in application to the nonadiabatic molecular dynamics of a photoexcited 28-atom hydrogen chain, with surprising complexity in the resulting nuclear motion. With just 22 DMRG calculations of training states from the low-energy correlated electronic structure at different geometries, we infer the multi-state energies, forces and nonadiabatic coupling vectors at 12,000 geometries with provable convergence to high accuracy along an ensemble of molecular trajectories, which would not be feasible with a brute force approach. This opens up a route to bridge the timescales between accurate single-point correlated electronic structure methods and timescales of relevance for photo-induced molecular dynamics.
Related papers
- Striking the Right Balance of Encoding Electron Correlation in the Hamiltonian and the Wavefunction Ansatz [0.0]
Multi-configurational electronic structure theory delivers the most versatile approximations to many-electron wavefunctions.
We argue in favor of simple electrons-only correlator expressions that may allow one to define transcorrelated models.
arXiv Detail & Related papers (2024-04-30T00:34:34Z) - Extending the Tavis-Cummings model for molecular ensembles -- Exploring the effects of dipole self energies and static dipole moments [0.0]
We extend the Tavis-Cummings model for molecular ensembles.
We simulate excited-state dynamics and spectroscopy of MgH$+$ molecules resonantly coupled to an optical cavity.
arXiv Detail & Related papers (2024-04-16T15:58:40Z) - Interpolating many-body wave functions for accelerated molecular dynamics on the near-exact electronic surface [0.0]
We develop a scheme for the correlated many-electron state through the space of atomic configurations.
We demonstrate provable convergence to near-exact potential energy surfaces for subsequent dynamics.
We combine this with modern electronic structure approaches to systematically resolve molecular dynamics trajectories.
arXiv Detail & Related papers (2024-02-16T22:03:37Z) - Calculating non-linear response functions for multi-dimensional
electronic spectroscopy using dyadic non-Markovian quantum state diffusion [68.8204255655161]
We present a methodology for simulating multi-dimensional electronic spectra of molecular aggregates with coupling electronic excitation to a structured environment.
A crucial aspect of our approach is that we propagate the NMQSD equation in a doubled system Hilbert space but with the same noise.
arXiv Detail & Related papers (2022-07-06T15:30:38Z) - Driving Force and Nonequilibrium Vibronic Dynamics in Charge Separation
of Strongly Bound Electron-Hole Pairs [59.94347858883343]
We study the dynamics of charge separation in one, two and three-dimensional donor-acceptor networks.
This allows us to identify the precise conditions in which underdamped vibrational motion induces efficient long-range charge separation.
arXiv Detail & Related papers (2022-05-11T17:51:21Z) - Tuning long-range fermion-mediated interactions in cold-atom quantum
simulators [68.8204255655161]
Engineering long-range interactions in cold-atom quantum simulators can lead to exotic quantum many-body behavior.
Here, we propose several tuning knobs, accessible in current experimental platforms, that allow to further control the range and shape of the mediated interactions.
arXiv Detail & Related papers (2022-03-31T13:32:12Z) - Efficient many-body non-Markovian dynamics of organic polaritons [0.0]
We show how to simulate a model of many molecules with strong coupling to many vibrational modes and collective coupling to a single photon mode.
We analyze the steady-state of the model under incoherent pumping to determine the dependence of the polariton lasing threshold on cavity detuning.
arXiv Detail & Related papers (2021-12-16T16:36:46Z) - Molecular Interactions Induced by a Static Electric Field in Quantum
Mechanics and Quantum Electrodynamics [68.98428372162448]
We study the interaction between two neutral atoms or molecules subject to a uniform static electric field.
Our focus is to understand the interplay between leading contributions to field-induced electrostatics/polarization and dispersion interactions.
arXiv Detail & Related papers (2021-03-30T14:45:30Z) - Controlled coherent dynamics of [VO(TPP)], a prototype molecular nuclear
qudit with an electronic ancilla [50.002949299918136]
We show that [VO(TPP)] (vanadyl tetraphenylporphyrinate) is a promising system suitable to implement quantum computation algorithms.
It embeds an electronic spin 1/2 coupled through hyperfine interaction to a nuclear spin 7/2, both characterized by remarkable coherence.
arXiv Detail & Related papers (2021-03-15T21:38:41Z) - Learning Neural Generative Dynamics for Molecular Conformation
Generation [89.03173504444415]
We study how to generate molecule conformations (textiti.e., 3D structures) from a molecular graph.
We propose a novel probabilistic framework to generate valid and diverse conformations given a molecular graph.
arXiv Detail & Related papers (2021-02-20T03:17:58Z) - Combining SchNet and SHARC: The SchNarc machine learning approach for
excited-state dynamics [3.058685580689605]
We show how deep learning can be used to advance the research field of photochemistry.
The properties are multiple energies, forces, nonadiabatic couplings and spin-orbit couplings.
In combination with the molecular dynamics program SHARC, our approach termed SchNarc is tested on a model system and two realistic polyatomic molecules.
arXiv Detail & Related papers (2020-02-17T21:38:35Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.