Jack Wetherell

Jack Wetherell
  • Doctor of Philosophy
  • Postdoctoral Research Associate at Walt Disney Imagineering

Research and development scientist in the fields of imagineering, autonomous vehicles, and quantum technologies.

About

33
Publications
4,201
Reads
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164
Citations
Introduction
I am a research scientist in the fields of autonomous vehicles and quantum technologies, specializing in machine learning, computer vision, simulation and data science.
Current institution
Walt Disney Imagineering
Current position
  • Postdoctoral Research Associate
Additional affiliations
March 2019 - August 2020
École Polytechnique
Position
  • PostDoc Position
July 2014 - September 2014
University of York
Position
  • Researcher
Description
  • Efficient Quantum Dynamics on Parallel Computers
October 2015 - June 2018
University of York
Position
  • Graduate Teaching Assistant
Education
October 2015 - October 2018
University of York
Field of study
  • Theoretical Physics
March 2012 - October 2012
Distance Learning with edX
Field of study
  • 8.02x: Electricity and Magnetism - Massachusetts Institute of Technology
March 2012 - September 2012
Distance Learning with edX
Field of study
  • CS188.1x: Artificial Intelligence - University of Berkeley

Publications

Publications (33)
Article
Full-text available
The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the GW approximation if the exact dynamically screened Coulomb interaction, W, were used, causing each electron to artificially screen its own presence. This introduces error into the electron density and ionization potential....
Article
Full-text available
For properties of interacting electron systems, Kohn-Sham (KS) theory is often favored over many-body perturbation theory (MBPT), owing to its low computational cost. However, the exact KS potential can be challenging to approximate, for example in the presence of localized subsystems where the exact potential is known to exhibit pathological featu...
Presentation
Full-text available
Watch on YouTube: https://www.youtube.com/watch?v=JaSVguMFA-M
Preprint
Full-text available
The one-body reduced density matrix (1-RDM) of a many-body system at zero temperature gives direct access to many observables, such as the charge density, kinetic energy and occupation numbers. It would be desirable to express it as a simple functional of the density or of other local observables, but to date satisfactory approximations have not ye...
Article
Full-text available
The exact static and time-dependent Kohn-Sham (KS) exchange-correlation potential is extremely challenging to approximate as it is a local multiplicative potential that depends on the electron density everywhere in the system. The KS approach can be generalized by allowing part of the potential to be spatially nonlocal. We take this nonlocal part t...
Article
Full-text available
The commercial adoption of Autonomous Vehicles (AVs) and the positive impact they are expected to have on traffic safety depends on appropriate insurance products due to the high potential losses. A significant proportion of these losses are expected to occur from the out-of-distribution risks which arise from situations outside the AV’s training e...
Article
Full-text available
Machine learning is a powerful tool to design accurate, highly non-local, exchange-correlation functionals for density functional theory. So far, most of those machine learned functionals are trained for systems with an integer number of particles. As such, they are unable to reproduce some crucial and fundamental aspects, such as the explicit depe...
Preprint
Full-text available
Machine learning is a powerful tool to design accurate, highly non-local, exchange-correlation functionals for density functional theory. So far, most of those machine learned functionals are trained for systems with an integer number of particles. As such, they are unable to reproduce some crucial and fundamental aspects, such as the explicit depe...
Article
Full-text available
Capturing the discontinuous shift by ∆ in the exact exchange-correlation (xc) potential is the standard proposal for calculating the fundamental gap, Eg, from the Kohn-Sham (KS) gap, εg, within KS density functional theory (DFT), as Eg = εg + ∆, yet this discontinuity is absent from existing approximations. The 'N-centered' formulation of ensemble...
Preprint
Full-text available
Capturing the discontinuous shift by $\Delta$ in the exact exchange-correlation (xc) potential is the standard proposal for calculating the fundamental gap, $E_\mathrm{g}$, from the Kohn-Sham (KS) gap, $\varepsilon_\mathrm{g}$, within KS density functional theory (DFT), as $E_\mathrm{g} = \varepsilon_\mathrm{g} + \Delta$, yet this discontinuity is...
Article
Full-text available
The one-body reduced density matrix (1-RDM) of a many-body system at zero temperature gives direct access to many observables, such as the charge density, kinetic energy and occupation numbers. It would be desirable to express it as a simple functional of the density or of other local observables, but to date satisfactory approximations have not ye...
Preprint
Full-text available
The exact static and time-dependent Kohn-Sham (KS) exchange-correlation potential is extremely challenging to approximate as it is a local multiplicative potential that depends on the electron density everywhere in the system. The KS approach can be generalized by allowing part of the potential to be spatially nonlocal. We take this nonlocal part t...
Presentation
Full-text available
This year, 2019, I gave a talk at the Hebrew University of Jerusalem. The workshop was focused on the exact factorisation theory which offers way to go beyond the Born-Oppenheimer approximation within electronic structure prediction. I was invited along with other speakers to attend the workshop and present my work with the aim of developing collab...
Presentation
Full-text available
The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the GW approximation if the exact dynamically screened Coulomb interaction W were used, causing each electron to artificially screen its own presence. This introduces error into the electron density and ionization potential. We...
Preprint
Full-text available
For properties of interacting electron systems, Kohn-Sham (KS) theory is often favored over many-body perturbation theory (MBPT) owing to its low computational cost. However, the exact KS potential can be challenging to approximate, for example in the presence of localized subsystems where the exact potential is known to exhibit pathological featur...
Thesis
Full-text available
Accurate models of electron correlation are key to understanding and predicting important physical characteristics that underpin the development of many modern quantum technologies. One of the most widely used approaches to modeling correlation is the GW approximation within many-body perturbation theory (MBPT). There are a large number of 'flavors...
Presentation
Full-text available
We assess the accuracy of the electron density obtained from various flavours of the GW approximation for one-dimensional finite systems consisting of few electrons for which the many-electron Schrödinger equation can be solved exactly. We find that the density and ionisation potential is adversely effected by the self-screening error, which is the...
Presentation
Full-text available
This talk was given at the Young Researchers' Meeting in Hamburg, Germany 2018. The talk presents our work on the self-screening error in GW and its correction. The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the GW approximation if the exact dynamically screened Coulomb int...
Article
Full-text available
We evaluate the accuracy of electron densities and quasiparticle energy gaps given by hybrid functionals by directly comparing these to the exact quantities obtained from solving the many-electron Schrodinger equation. We determine the admixture of Hartree-Fock exchange to approximate exchange-correlation in our hybrid functional via one of several...
Preprint
Full-text available
We evaluate the accuracy of electron densities and quasiparticle energy gaps given by hybrid functionals by directly comparing these to the exact quantities obtained from solving the many-electron Schrödinger equation. We determine the admixture of Hartree-Fock exchange to approximate exchange-correlation in our hybrid functional via one of several...
Preprint
Full-text available
We evaluate the accuracy of electron densities and quasiparticle energy gaps given by hybrid functionals by directly comparing these to the exact quantities obtained from solving the many-electron Schrodinger equation. We determine the admixture of Hartree-Fock exchange to approximate exchange-correlation in our hybrid functional via one of several...
Presentation
Full-text available
The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the GW approximation if the exact dynamically screened Coulomb interaction W were used, causing each electron to artificially screen its own presence. This introduces error into the electron density and ionization potential. We...
Preprint
Full-text available
The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the $GW$ approximation if the exact dynamically screened Coulomb interaction, $W$, were used, causing each electron to artificially screen its own presence. This introduces error into the electron density and ionization potenti...
Poster
Full-text available
The major goal of time-dependent density-functional theory (TDDFT) is to predict the time-evolution of the density as a system responds to a perturbation. The objective is to create a family of systems that have a current density that is driven almost entirely by electron-electron interaction, allowing us to discriminate among different TDDFT appro...
Poster
Full-text available
The self-screening error in electronic structure theory is the part of the self-interaction error that would remain within the GW approximation if the exact dynamically screened Coulomb interaction W were used, causing each electron to artificially screen its own presence. This introduces error into the electron density and ionization potential. We...
Presentation
Full-text available
One of the major goals of the GW method is to improve the accuracy of charge densities produced by density functional theory (DFT). In this work we test the applicability of one-shot GW from various DFT starting Kohn-Sham orbitals. Also we implement and test the fully self- consistent GW method. We test the applicability of these methods by using t...
Article
Full-text available
The local density approximation (LDA) constructed through quantum Monte Carlo calculations of the homogeneous electron gas (HEG) is the most common approximation to the exchange-correlation functional in density functional theory. We introduce an alternative set of LDAs constructed from slab-like systems of one, two and three electrons that resembl...
Preprint
The local density approximation (LDA) constructed through quantum Monte Carlo calculations of the homogeneous electron gas (HEG) is the most common approximation to the exchange-correlation functional in density functional theory. We introduce an alternative set of LDAs constructed from slablike systems of one, two and three electrons that resemble...

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