1st Conference on Machine Learning for Gravitational Waves, Geophysics, Robotics, Control System and CA17137 MC2 meeting

Europe/Rome
EGO Auditorium

EGO Auditorium

European Gravitational Observatory, Via E. Amaldi 56021 S. Stefano a Macerata - Cascina (PI), Italy.
Elena Cuoco
Description

Action description

The breakthrough discovery of gravitational waves on September 14, 2015 was made possible through synergy of techniques drawing from expertise in physics, mathematics, information science and computing.  At present, there is a rapidly growing interest in Machine Learning (ML), Deep Learning (DL), classification problems, data mining and visualization and, in general, in the development of new techniques and algorithms for efficiently handling the complex and massive data sets found in what has been coined "Big Data", across a broad range of disciplines, ranging from Social Sciences to Natural Sciences. The rapid increase in computing power at our disposal and the development of innovative techniques for the rapid analysis of data will be vital to the exciting new field of Gravitational Wave (GW) Astronomy, on specific topics such as control and feedback systems for next-generation detectors, noise removal, data analysis and data-conditioning tools.The discovery of GW signals from colliding binary black holes (BBH) and the likely existence of a newly observable population of massive, stellar-origin black holes, has made the analysis of low-frequency GW data a crucial mission of GW science. The low-frequency performance of Earth-based GW detectors is largely influenced by the capability of handling ambient seismic noise suppression. This Cost Action aims at creating a broad network of scientists from four different areas of expertise, namely GW physics, Geophysics, Computing Science and Robotics, with a common goal of tackling challenges in data analysis and noise characterization for GW detectors.
Participants
  • Agata Trovato
  • Alba Romero
  • Alberto Gennai
  • Alberto Iess
  • Alberto Michelini
  • Alessio Cirone
  • Alexis Menendez
  • Alicia M Sintes Olives
  • Andrea Chincarini
  • Andrea Paoli
  • Annalisa Appice
  • Antonino Chiummo
  • Carlo Giunchi
  • Chayan Chatterjee
  • Conor Muldoon
  • Dario Jozinović
  • Davide Piccinini
  • Dejan Gjorgjevikj
  • Diego Bersanetti
  • Eftim Zdravevski
  • Elena Cuoco
  • Erika Morucci
  • Fabio Bonsignorio
  • Fabio Carrara
  • Fabio Tramonti
  • Fabio Valerio Massoli
  • Fabrizio Falchi
  • Federico Muciaccia
  • Federico Paoletti
  • Filip Morawski
  • Francesca Badaracco
  • Francesco Di Renzo
  • Gabriele Vajente
  • gilberto saccorotti
  • Giulio Ballardin
  • Grigorios Tsokas
  • Irene Fiori
  • Isabel Cordero-Carrión
  • Ivan Štajduhar
  • Jacek Trojanowski
  • Jan Harms
  • Jean-Pierre Vilotte
  • Jonatan Lerga
  • Jonathan Gair
  • Jose Antonio Font-Roda
  • Julia casanueva diaz
  • Kanita Karaduzovic-Hadziabdic
  • Liliana Apolinário
  • Luigia Petre
  • Malgorzata Curylo
  • Marek Cieślar
  • maria concetta tringali
  • massimiliano razzano
  • Mateusz Bawaj
  • Matteo Di giovanni
  • Michal Bejger
  • Michele Punturo
  • Márcio Ferreira
  • Máté Ferenc Nagy-Egri
  • Neha Singh
  • Nicola Messina
  • Nicolas Arnaud
  • Nikolaos Floropoulos
  • Peter Butka
  • Rob Walet
  • Roberto Corizzo
  • Sonja Gaviano
  • Sotirios Chatzis
  • Soumen Koley
  • Stavros Katsanevas
  • Takahiro Yamamoto
  • Timo Tiira
  • Tomasz Bulik
  • Velimir Ilic
Erika Morucci
    • 8:30 AM 9:15 AM
      Registration
    • 9:15 AM 9:30 AM
      Welcome of the EGO Director and Chair's Introduction about CA17137
      Conveners: Elena Cuoco, Stavros Katsanevas
    • 9:30 AM 11:00 AM
      Introduction to Gravitational Waves
      • 9:30 AM
        "Imbedding large reasearch infrastructures in the earth environment, the case for Virgo". 45m
        Speaker: Prof. Katsanevas Stavros
      • 10:15 AM
        The future of Gravitational Waves detectors: toward Einstein Telescope 45m
        Speaker: Michele Punturo (INFN)
    • 11:00 AM 11:15 AM
      coffee break 15m
    • 11:15 AM 1:00 PM
      Introduction to Gravitational Waves
    • 1:00 PM 2:00 PM
      Lunch 1h
    • 2:00 PM 4:00 PM
      ML for Advanced Control techniques
    • 4:00 PM 4:15 PM
      coffee break 15m
    • 4:15 PM 5:50 PM
      ML for Advanced Control techniques
    • 9:00 AM 11:15 AM
      ML for low-frequency seismic measurement
      • 9:00 AM
        WG2 introduction 15m
        Speaker: Alessandro Bertolini
      • 9:15 AM
        Newtonian Noise subtraction test array at Virgo 30m
        Speaker: Tomasz Bulik
      • 9:45 AM
        Robots for GW detectors and infrastructure monitoring and operation: Can Networks of Autonomous Robotics Vehicles help the characterization of Newtonian, Acoustic and Other Source Noise in GW detection? 30m
        Speaker: Prof. Fabio Bonsignorio (Scuola Superiore Sant'Anna)
      • 10:15 AM
        Machine Learning for seismic events 30m
        Speaker: Ms Jozinović Dario (INGV)
      • 10:45 AM
        Generalized maximum entropy inference for seismic models 30m
        Speaker: Dr Velimir Ilic
    • 11:15 AM 11:30 AM
      coffee break 15m
    • 11:30 AM 1:00 PM
      Virgo Visit
    • 1:00 PM 2:00 PM
      lunch 1h
    • 2:00 PM 6:15 PM
      ML for low-frequency seismic measurement
      • 2:00 PM
        GW detector sites characterization with seismic arrays 40m
        Speaker: Soumen Koley (Nikhef)
      • 2:40 PM
        Short Term Scientific Mission Call 10m
        Speaker: Apolinario Liliana
    • 3:00 PM 4:00 PM
      ML for GW astronomy
      • 3:00 PM
        WG1 introduction 20m
        Speaker: Michal Bejger
      • 3:20 PM
        Total-variation and dictionary learning methods for gravitational-wave data analysis 40m
        Speaker: Jose Antonio Font-Roda
    • 4:00 PM 4:15 PM
      coffee break 15m
    • 4:15 PM 6:15 PM
      ML for GW astronomy
    • 9:00 AM 11:00 AM
      Closed Sessions: WG1, WG2, WG3 meetings
    • 11:00 AM 11:20 AM
      coffee break 20m
    • 11:20 AM 12:50 PM
      Closed Session: MC Meeting
    • 1:00 PM 2:00 PM
      Lunch 1h
    • 2:00 PM 4:00 PM
      Closed Session: MC Meeting