activity
20132023
most citedMACE-OFF: Transferable Short Range Machine Learning Force Fields for Organic Molecules

68 citations · 149 across the 8 of their papers we have counts for

collaborators

10 papers

physics.chem-ph2023★ 68 cited

MACE-OFF: Transferable Short Range Machine Learning Force Fields for Organic Molecules

Dávid Péter Kovács, J. Harry Moore, Nicholas J. Browning +8

Classical empirical force fields have dominated biomolecular simulation for over 50 years. Although widely used in drug discovery, crystal structure prediction, and biomolecular dy…

cond-mat.mtrl-sci2022

Calculating the Raman Signal Beyond Perturbation Theory for a Diatomic Molecular Crystal

Peter I. C. Cooke, Ioan B. Magdău, Graeme J. Ackland

We calculate the eigenstates of a diatomic molecule in a range of model mean-field potentials, and evaluate the evolution of their associated Raman spectra with field strength. We…

physics.chem-ph2020

Sum-Frequency Signals in 2D-Terahertz-Terahertz-Raman Spectroscopy

Griffin Mead, Haw-Wei Lin, Ioan-Bogdan Magdău +2

We demonstrate that halogenated methane 2D-Terahertz Terahertz Raman (2D-TTR) spectra are determined by the complicated structure of the instrument response function (IRF) along $f…

physics.chem-ph2019★ 12 cited

Interpretation of the THz-THz-Raman Spectrum of Bromoform

Ioan B. Magdau, Griffin J. Mead, Geoffrey A. Blake +1

Nonlinear THz-THz-Raman (TTR) liquid spectroscopy offers new possibilities for studying and understanding condensed-phase chemical dynamics. Although TTR spectra carry rich informa…

cond-mat.mtrl-sci2016★ 24 cited

Infrared Peak-Splitting from phonon localization in Solid Hydrogen

Ioan B. Magdău, Graeme J. Ackland

We show that the isotope effect leads to a completely different spectroscopic signal in hydrogen-deuterium mixtures, compared to pure elements that have the same crystal structure.…

cond-mat.mtrl-sci2016★ 17 cited

Appraisal of the realistic accuracy of Molecular dynamics of high pressure hydrogen

Graeme J Ackland, Ioan B Magdău

Molecular dynamics is a powerful method for studying the behaviour of materials at high temperature. In practice, however, its effectiveness in representing real systems is limited…

physics.comp-ph2015★ 17 cited

Theory of high pressure hydrogen, made simple

Ioan B Magdau, Floris Balm, Graeme J Ackland

Phase I of hydrogen has several peculiarities. Despite having a close-packed crystal structure, it is less dense than either the low temperature Phase II or the liquid phase. At hi…

cond-mat.mtrl-sci2015

Charge density wave in hydrogen at high pressure

Ioan B. Magdau, Graeme J. Ackland

We present extensive molecular dynamics (MD) simulations investigating numerous candidate crystal structures for hydrogen in conditions around the present experimental frontier (40…

cond-mat.mtrl-sci2014★ 9 cited

Efficacious calculation of Raman spectra in high pressure hydrogen

G. J. Ackland, I. B. Magdau

We present and evaluate an efficient method for simulating Raman spectra from molecular dynamics (MD) calculations {\it without} defining normal modes. We apply the method to high…

cond-mat.mtrl-sci2013★ 2 cited

Simulating Raman Spectra using molecular dynamics, and identification of high-pressure phases III and IV in hydrogen

Ioan B. Magdau, Graeme J. Ackland

We present a technique for extracting Raman intensities from ab initio molecular dynamics (MD) simulations at high temperature. The method is applied to the highly anharmonic case…