Papers
Topics
Authors
Recent
Search
2000 character limit reached

Broad Yet Narrow: Super-resolution techniques to simulate electronic spectra of large molecular systems

Published 12 Jan 2024 in cond-mat.mtrl-sci | (2401.06929v1)

Abstract: An accurate treatment of electronic spectra in large systems with a technique such as time dependent density functional theory (TDDFT) is computationally challenging. Due to the Nyquist sampling theorem, direct real time simulations must be prohibitively long in order to recover a suitably sharp resolution in frequency space. Super-resolution techniques such as compressed sensing and MUSIC assume only a small number of excitations contribute to the spectrum, which fails in large molecular systems where the number of excitations is typically very large. We present a new approach that combines exact short time dynamics with approximate frequency space methods to capture large narrow features embedded in a dense manifold of smaller nearby peaks. We show that our approach can accurately capture narrow features and broad quasi-continuum of states at the same time - even when the features overlap in frequency. Our approach is able reduce the required simulation time by a factor of 20-40 with respect to standard Fourier analysis and shows promise for the accurate whole-spectrum prediction of large molecules and materials.

Summary

No one has generated a summary of this paper yet.

Paper to Video (Beta)

No one has generated a video about this paper yet.

Whiteboard

No one has generated a whiteboard explanation for this paper yet.

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Continue Learning

We haven't generated follow-up questions for this paper yet.

Collections

Sign up for free to add this paper to one or more collections.