3rd Workshop on Compact Objects, Gravitational Waves and Deep Learning

Friday 23 Sept 2022, 08:45 → 19:00 Europe/Lisbon

University of Minho (CP2, Room B2)

Antonio Onofre (LIP), Carlos Herdeiro, Jose Antonio Font (Universitat Valencia)

Machine Learning & Deep Learning Kick-Off Meeting

The Workshop on Compact Objects, Gravitational Waves and Deep Learning, intends to bring together experimental and theoretical Astrophysicists, Relativists and Cosmologists in a close collaboration with High Energy Particle Physicists to explore the Universe from its most fundamental particle constituents, to the events that happen at a Cosmological scale. The workshop is particularly focused in Machine Learning & Deep Learning algorithms for Astrophysics, Cosmology and Particle Physics, providing young Master and PhD researchers state of the art knowledge on these fields. Students will have the change of being exposed to challenges in these areas of scientific research and will have the opportunity to present their own work.

08:45 → 09:00 Opening and Wellcome

Speaker: Antonio Onofre (Universidade do Minho/CFUMUP,LIP)

09:00 → 09:30 Black Holes and Exotic Compact objects: challenges ahead

Speaker: Carlos Herdeiro (Math.Department, University of Aveiro)

09:30 → 10:00 Gravitational Waves from Compact Objects

Speaker: Prof. Font Jose Antonio (Departamento de Astronomía y Astrofísica, Universitat de València, Spain)

talk-2022-Minho.pdf

10:00 → 10:20 Detection of Gravitational Waves with Machine Learning/Deep Learning Algorithms

Speaker: Osvaldo Freitas (University of Minho)

3rd_workshop_final.pdf

10:20 → 10:40 Studying Core Collapse Supernova Gravitational Waves with Machine Learning

Speaker: Solange Nunes

CCSN - 3rd Workshop GW.pdf

10:40 → 11:15 Coffee Break

11:15 → 11:45 Models and Algorithms for GW Denoising and Reconstruction

Speaker: Alejandro Torres Forne Not Supplied

11:45 → 12:05 Deep Learning for the Classification of Signals and Transient Noises in the LIGO Detectors

Speaker: Tiago Fernandes (University of Aveiro)

Workshop Braga_Tiago.pdf

12:05 → 12:25 Self-supervised Machine Learning for Noise Classification in GW

Speaker: Samuel Vieira (University of Aveiro)

apresentação.pdf

apresentação.pptx

12:25 → 14:00 Lunch

14:00 → 14:30 Gravitational Waves and New Physics Searches

Speaker: Antonio Morais (Universidade de Aveiro)

GW-3rdCOGWDL.pdf

14:30 → 14:50 Machine Learning Algorythms and Particle Physics Searches

Speaker: Joao Goncalves (University of Aveiro)

DL_Minho_Pino.pdf

14:50 → 15:10 Phenomenology of Multiscalar Models - why not Machine Learning?

Speaker: Vasileios Vatellis (University of Aveiro)

Vasileios_Vatellis.pdf

15:10 → 15:30 Discussion

Speakers: Antonio Onofre (Universidade do Minho/CFUMUP,LIP), Carlos Herdeiro (Math.Department, University of Aveiro), Font Jose Antonio (Departamento de Astronomía y Astrofísica, Universitat de València, Spain)

15:30 → 16:00 Coffee Break

16:00 → 16:20 Use of deep learning generative models for Monte Carlo event simulation in the context of LHC experiments

Speaker: Raúl Balanzá García (University of Valencia)

Deep_learning_generative_models.pdf

16:20 → 16:40 Identification of binary neutron star mergers in gravitational-wave data using object-detection machine learning models

Speaker: Joao Aveiro (University of Porto)

yolo_presentation_workshop_230922-3.pdf

16:40 → 17:00 Classification of Neutron Stars’ Equation of State, from Gravitational Waves, using machine learning algorithms.

Speaker: Goncalo Goncalves (University of Porto)

Appresentacao_C_EOS.pdf

17:00 → 17:15 Closing Remarks

Speakers: Antonio Onofre (Universidade do Minho/CFUMUP,LIP), Carlos Herdeiro (Math.Department, University of Aveiro), Font Jose Antonio (Departamento de Astronomía y Astrofísica, Universitat de València, Spain)