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Materials Theory Group

 
Read more at: Welcome to Will Galloway and Dr. JiuYang Shi !

Welcome to Will Galloway and Dr. JiuYang Shi !

25 November 2025

Will Galloway has joined the MTG as a PhD student in October. Dr. JiuYang Shi will collaborate with MTG, he is a postdoc in Prof. Angelos Michaelides.


Read more at: AIRAPT Conference in Matsuyama (Japan)

AIRAPT Conference in Matsuyama (Japan)

28 September 2025

Dr. Ryuhei Sato (Assistant Professor at Tokyo University) and Dr. Maélie Caussé attended the 2025 AIRAPT Conference.


Read more at: Dr. Ruyhei Sato and Kim Kamsma visiting MTG. And Welcome to Stefano Racioppi !

Dr. Ruyhei Sato and Kim Kamsma visiting MTG. And Welcome to Stefano Racioppi !

1 September 2025

Dr. Ruyhei Sato from Tokyo University and Tim Kamsam (PhD student in Utrecht University in Theoretical Physics and Mathematics) visited Material Theory Group this summer for few months ! Picture of the MTG (from left to right: Dr. Ruyhei Sato, Kim Kamsma, Dr. Maélie Caussé, Prof. Chris Pickard, Dr. Stefano Racioppi, Kieran...


Read more at: Chris Pickard on the American Scientist podcast

Chris Pickard on the American Scientist podcast

24 July 2025

MTG group leader Chris Pickard was featured on the American Scientist podcast this month. Access the podcast using this link to hear Chris discuss a range of topics, from future research directions of the group, to pondering structures of solid hydrogen in the Scottish sand dunes.


Read more at: CS2PA Workshop in Poitiers (France)

CS2PA Workshop in Poitiers (France)

20 June 2025

The first edition CS2PA workshop, a series of hands-on tutorials on Crystal Structure Prediction & Machine-learned potentials was held in Poitiers University (France), (see program of CS2PA ) MTG leader Chris Pickard and Dr. Peter Cooke presented the AIRSS/EDDP of Pr. Chris Pickard et al. during the workshop. Four...


Read more at: Congratulations Pascal Salzbrenner !

Congratulations Pascal Salzbrenner !

10 June 2025

Dr. Pascal Salzbrenner completed his PhD on High-throughput Ab Initio Phase Diagram Prediction in 2025.


Read more at: Successful Gordon Research Conference on Materials at High Pressure

Successful Gordon Research Conference on Materials at High Pressure

27 September 2024

The Materials Theory Group was well represented at the Gordon Research at High Pressure Conference in Holderness, New Hampshire, from 14-19 July. This year, the conference was chaired by our group leader, Prof. Chris Pickard . The program covered a wide range of topics, this year focusing on Exploring Matter Beyond...


Read more at: Predicting a potentially synthesisable ambient-pressure high-Tc superconducting hydride

Predicting a potentially synthesisable ambient-pressure high-Tc superconducting hydride

10 May 2024

Superconductors are a class of materials which show zero resistance and the expulsion of magnetic fields below a critical temperature, T c . These materials have a wide range of applications, including fusion reactors where efficient power transmission and high magnetic fields are required. Since Kamerlingh Onnes’...


Read more at: Fast and easy exploration of crystal properties using machine-learned Ephemeral Data-derived Potentials
Arrows connect a picture of an atom, an artificial neural network, a crystal structure and a pressure-temperature phase diagram. The phase diagram contains liquid, cubic and hexagonal regions as determined by calculations in agreement experimental points.

Fast and easy exploration of crystal properties using machine-learned Ephemeral Data-derived Potentials

12 January 2024

Machine learning is quickly gaining prominence in the field of computational materials science. In the Materials Theory Group, we develop so-called ‘machine learned interatomic potentials’ (MLIPs), which can describe the interactions between atoms in both solids and liquids. MLIPs are trained on vast quantities of data...


Read more at: Structure and colour in nitrogen-doped lutetium hydride
Several points representing lutetium, nitrogen and hydrogen compounds. One of which has photorealistic renderings at a range of pressures from 0 to 800kbar. Increasing the pressure changes the colour from blue to pink.

Structure and colour in nitrogen-doped lutetium hydride

19 December 2023

Superconducting materials have a wide range of applications - from efficient power transmission to the advanced electromagnetics used in MRI machines - due to their loss-free conductivity. Current practical superconductors only exhibit these remarkable properties at temperatures below the so-called critical temperature T c...