The work “Machine-learning-based models in particle-in-cell codes for advanced physics modules” by EPP members Chiara B, Pablo J. B., Fábio C, and Luis OS is now out on Journal of Plasma Physics. This paper proposes a new method to use ML-based models in state-of-the-art plasma codes. ML models can be used in these codes to speed up or replace costly sub-algorithms typically used in advanced physics modules.
To showcase the method, the calculation of the probability of interaction between particles via collisions has been replaced, leading to an increase in computational performance without significant physics deterioration (see the plot shared here) from the classical algorithm.

On Wednesday, 21st of December at 2:30 am, there will be our next GoLP VIP Seminar by Prof. E. Paulo Alves (University of California, Los Angeles). The event will take place at Anfiteatro Abreu Faro – Complexo I at IST.
Title: Accelerating our understanding of complex nonlinear plasma dynamics using machine learning
Abstract: The increasing quantity and quality of plasma data being produced by laboratory experiments, spacecraft observations and high-fidelity numerical simulations is creating new opportunities for innovation in the way we do plasma physics. In particular, deep learning techniques are offering powerful new ways of building highly predictive data-driven models for various important applications (including disruption prediction of fusion plasmas). The inherent complexity of these data-driven models, however, limits their interpretability, challenging the development of a theoretical understanding of the plasma physics underlying the data. In this talk, I will focus on how sparse regression techniques can be used to infer interpretable plasma physics models…

EPP members (in the first picture) Petr V, Camilla W, Thales S, and Luis OS went to Tel-Aviv (Israel) to attend the Conference on High Intensity Laser and attosecond science, held on 5th-7th of December 2022. Luis OS and Camilla W presented a talk about their recent work, and Thales S and Petr V presented a poster.

Bertrand M went to Hico, Gyeongju (Korea) to attend the 20th International Congress on Plasma Physics, held from the 27th of November to the 2nd of December, and presented a talk about his recent work.
 
 

Jorge V was awarded with the ULisboa/CGD Scientific Prize (Physics and Materials category) on November 28th. The scientific prize was institutionalized by the University of Lisbon in collaboration with Caixa Geral de Depósitos, and they distinguish scientific research activities as an incentive to publish in high impact international scientific journals.

EPP members Bernardo M and Miguel P went to Hyatt Regency Long Island, Hauppauge (NY) to attend 20th Advanced Accelerator Concepts Workshop (AAC’22), held on 6-11 November 2022, and presented a talk about their recent work.

For the last two days, the PhD students of GoLP have been participating in the IST PhD Open Days 2022. During the event, all the students presented a poster summarizing their PhD work, and Óscar A and Filipe C joined the pitch competition as well. This annual event represents an occasion for them to interact and discuss with IST students from different fields and to attend workshops on different topics.

 
Yesterday 8th of November, our EPP member Marija V hosted a roundtable “new particle accelerators: on a nanophotonic chip?” with Peter Hommelhoff.

The most recent LaserLab newsletter is out. The newsletter is devoted to regularly presenting a set of articles dedicated to a hot topic where the laser contribution is invaluable. This issue is focused on the laser-driven exploration of the Universe.
This newsletter includes a feature on how lasers are exceptional tools to explore phenomena occurring in space, by EPP members Luis OS, Fábio C, and Thomas G, and the news of the ERC grant won by the GoLP alumni Frederico F. Also, the cover has been produced by our EPP member Thomas G.
The newsletter is available here >>.

Some of our EPP team members went to Spokane, Washington to attend the 64th Annual Meeting of the APS Division of Plasma Physics, held on 17-21 October 2022, and presented a talk about their recent work.
In the picture: Dominika Mašlárová, Róbert Babjak, Bertrand Martinez, Thomas Grismayer, Pablo J. BilBao, Kevin Schoeffler and Rui Torres.
Here, some pictures from the event: