Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Earth Mover’s Distance as a Metric to Evaluate the Extent of Charge Transfer in Excitations Using Discretized Real-Space Densities

Journal Article · · Journal of Chemical Theory and Computation
 [1];  [1];  [2]
  1. Univ. of California, Berkeley, CA (United States)
  2. Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
This paper presents a novel theoretical measure, μEMD, based on the earth mover's distance (EMD), for quantifying the density shift caused by electronic excitations in molecules. As input, the EMD metric uses only the discretized ground- and excited-state electron densities in real space, rendering it compatible with almost all electronic structure methods used to calculate excited states. The EMD metric is compared against other popular theoretical metrics for describing the extent of electron-hole separation in a wide range of excited states (valence, Rydberg, charge transfer, etc.). Further, the results showcase the EMD metric's effectiveness across all excitation types and suggest that it is useful as an additional tool to characterize electronic excitations. The study also reveals that μEMD can function as a promising diagnostic tool for predicting the failure of pure exchange-correlation functionals. Specifically, we show statistical relationships among the functional-driven errors, the exact exchange content within the functional, and the magnitude of μEMD values.
Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES). Chemical Sciences, Geosciences & Biosciences Division (CSGB)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
2473031
Journal Information:
Journal of Chemical Theory and Computation, Journal Name: Journal of Chemical Theory and Computation Journal Issue: 21 Vol. 19; ISSN 1549-9618
Publisher:
American Chemical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (49)

Approximate continuous optimal transport with copulas journal December 2021
Statistical analysis of electronic excitation processes: Spatial location, compactness, charge transfer, and electron-hole correlation journal June 2015
Standard grids for high-precision integration of modern density functionals: SG-2 and SG-3 journal February 2017
QUESTDB : A database of highly accurate excitation energies for the electronic structure community journal February 2021
A standard grid for density functional calculations journal July 1993
Time-dependent density functional theory within the Tamm–Dancoff approximation journal December 1999
Photochemistry induced by metal-to-ligand charge transfer excitation journal October 2000
Using computational chemistry to design Ru photosensitizers with directional charge transfer journal December 2015
Exploring excited states using Time Dependent Density Functional Theory and density-based indexes journal December 2015
A new hybrid exchange–correlation functional using the Coulomb-attenuating method (CAM-B3LYP) journal July 2004
Quantifying partial hole-particle distance at the excited state: A revised version of the DCT index journal January 2019
Critical Overview of the Use of Ru(II) Polypyridyl Complexes as Photosensitizers in One-Photon and Two-Photon Photodynamic Therapy journal October 2017
Reference Energies for Intramolecular Charge-Transfer Excitations journal May 2021
Charge-Transfer Excitations within Density Functional Theory: How Accurate Are the Most Recommended Approaches? journal February 2022
Revisiting the Performance of Time-Dependent Density Functional Theory for Electronic Excitations: Assessment of 43 Popular and Recently Developed Functionals from Rungs One to Four journal May 2022
A Mountaineering Strategy to Excited States: Highly Accurate Reference Energies and Benchmarks journal June 2018
Reference Energies for Double Excitations journal January 2019
Excited State Orbital Optimization via Minimizing the Square of the Gradient: General Approach and Application to Singly and Doubly Excited States via Density Functional Theory journal February 2020
A Mountaineering Strategy to Excited States: Highly Accurate Energies and Benchmarks for Medium Sized Molecules journal January 2020
Orbital Optimized Density Functional Theory for Electronic Excited States journal May 2021
Highly Accurate Prediction of Core Spectra of Molecules at Density Functional Theory Cost: Attaining Sub-electronvolt Error from a Restricted Open-Shell Kohn–Sham Approach journal January 2020
Single-Reference ab Initio Methods for the Calculation of Excited States of Large Molecules journal November 2005
A Qualitative Index of Spatial Extent in Charge-Transfer Excitations journal July 2011
Analysis of Excitonic and Charge Transfer Interactions from Quantum Chemical Calculations journal July 2012
On the Metric of Charge Transfer Molecular Excitations: A Simple Chemical Descriptor journal June 2013
Toward a Quantitative Assessment of Electronic Transitions’ Charge-Transfer Character journal August 2014
Analysis of Electronic Transitions as the Difference of Electron Attachment and Detachment Densities journal September 1995
The Earth Mover's Distance as a Metric for Image Retrieval journal November 2000
Delayed fluorescence from a zirconium(iv) photosensitizer with ligand-to-metal charge-transfer excited states journal March 2020
Excitons in poly(para phenylene vinylene): a quantum-chemical perspective based on high-level ab initio calculations journal January 2016
What is the “best” atomic charge model to describe through-space charge-transfer excitations? journal January 2012
ωB97X-V: A 10-parameter, range-separated hybrid, generalized gradient approximation density functional with nonlocal correlation, designed by a survival-of-the-fittest strategy journal January 2014
Excitation energies in density functional theory: An evaluation and a diagnostic test journal January 2008
Simultaneous benchmarking of ground- and excited-state properties with long-range-corrected density functional theory journal July 2008
Gaussian basis sets for use in correlated molecular calculations. I. The atoms boron through neon and hydrogen journal January 1989
Electron affinities of the first‐row atoms revisited. Systematic basis sets and wave functions journal May 1992
Gaussian basis sets for use in correlated molecular calculations. III. The atoms aluminum through argon journal January 1993
Gaussian basis sets for use in correlated molecular calculations. V. Core‐valence basis sets for boron through neon journal September 1995
General formulation of spin-flip time-dependent density functional theory using non-collinear kernels: Theory, implementation, and benchmarks journal May 2012
Toward reliable density functional methods without adjustable parameters: The PBE0 model journal April 1999
Excitation energies and Stokes shifts from a restricted open-shell Kohn-Sham approach journal April 2013
Effective electron displacements: A tool for time-dependent density functional theory computational spectroscopy journal March 2014
New tools for the systematic analysis and visualization of electronic excitations. I. Formalism journal July 2014
Software for the frontiers of quantum chemistry: An overview of developments in the Q-Chem 5 package journal August 2021
Quadrature schemes for integrals of density functional theory journal March 1993
Many-body theory of core holes journal July 1980
Generalized Gradient Approximation Made Simple journal October 1996
Efficient Sketches for Earth-Mover Distance, with Applications conference October 2009
Differential Earth Mover's Distance with Its Applications to Visual Tracking journal February 2010