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USCVIII - General Assembly

14–18 Oct 2024
Galzignano Resort Terme & Golf
UTC timezone

Session

Session 5

15 Oct 2024, 11:30
Galzignano Resort Terme & Golf

Galzignano Resort Terme & Golf

Viale delle Terme, 84 Galzignano Terme (PD)

Conveners

Session 5: Artificial Intelligence

  • Alessandro Costa

Description

Artificial Intelligence : status in INAF

Presentation materials

There are no materials yet.

  1. 22. Self-supervised learning of radio data for source detection, classification and peculiar object searches.
    Dr Simone Riggi (Istituto Nazionale di Astrofisica (INAF))
    15/10/2024, 11:30
    Computing

    New advancements in radio data post-processing are underway within the SKA precursor community, aiming to facilitate the extraction of scientific results from survey images through a semi-automated approach. Several of these developments leverage deep learning (DL) methodologies for diverse tasks, including source detection, object or morphology classification, and anomaly detection. Despite...

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  2. 78. Hazard Mapping and vulnerability Monitoring (HaMMon)
    Eva Sciacca, Francesco Franchina
    15/10/2024, 11:50
    Artificial Intelligence

    The HaMMon project is the outcome of an industrial partnership that includes many Italian research institutions and private companies, led by UnipolSai and Leitha. The project is funded from the ICSC, the National Research Centre for High Performance Computing, Big Data and Quantum Computing.

    The ambition of HaMMon is to build a flexible and expandable platform to map the hydrogeological...

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  3. 29. Machine Learning based Cosmological Radio Source Detection
    Nicoletta Sanvitale (Istituto Nazionale di Astrofisica (INAF) - Istituto di Radioastronomia)
    15/10/2024, 12:05
    Computing

    Radio astronomy is undergoing a data revolution, with advancements in instruments like LOFAR, MeerKAT, MWA, and ASKAP yielding unprecedented insights into the universe. The massive volume of data generated demands efficient processing and analysis, including tasks like source detection, segmentation, and classification. Artificial Intelligence (AI), particularly Machine Learning, offers a...

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  4. 48. Deep learning for spectral perfectionism
    Dinko Milakovic (INAF OA Trieste)
    15/10/2024, 12:20
    Artificial Intelligence

    Faithful reconstruction of the original spectral information is a long-standing yet unachieved goal in the science of spectroscopic data treatment, essential to several scientific cases in cosmology, fundamental physics, and stellar astrophysics. Data reduction in particular has still failed to implement on a large scale what is demonstrably the best approach to spectral extraction, namely the...

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  5. 25. Harnessing the Power of Artificial Intelligence for Predictive Maintenance of Industrial Plants
    Dr Alessandro Costa (Istituto Nazionale di Astrofisica (INAF))
    15/10/2024, 12:40
    Computing

    This project is an ICSC Innovation Grant. It aims to demonstrate the applicability of modern AI-based techniques in developing predictive maintenance systems and modeling interdependencies in complex industrial apparatuses. Methods currently utilized in the academic domain, such as anomaly detection in signal processing, log parsing from IT systems, and graph-based analysis, will be adapted...

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