Most domains of science are experiencing a paradigm shift due to the advent of a new generation of instruments and detectors which produce data and data streams at an unprecedented rate. The scientific exploitation of these data, namely Data Driven Dis- covery, requires interoperability, massive and optimal use of Artificial Intelligence meth- ods in all steps of the data acquisition, processing and analysis, the access to large and distributed computing HPC facilities, the implementation and access to large simula- tions and interdisciplinary skills that usually are not provided by standard academic curricula. Furthermore, to cope with this data deluge, most communities have lever- aged solutions and tools originally developed by large corporations for purposes other than scientific research and accepted compromises to adapt them to their specific needs. Through the presentation of several astrophysical use cases, we show how the Data Driven based solutions could represent the optimal playground to achieve the multi-disciplinary methodological approach.
Strengthening leverage of Astroinformatics in inter-disciplinary Science / Brescia, M.; Angora, G.. - In: INTERNATIONAL JOURNAL OF MODERN PHYSICS D. - ISSN 0218-2718. - (2026). ( 17th Marcel Grossmann meeting Pescara 7-12 luglio 2024).
Strengthening leverage of Astroinformatics in inter-disciplinary Science
Brescia, M.
Primo
;
2026
Abstract
Most domains of science are experiencing a paradigm shift due to the advent of a new generation of instruments and detectors which produce data and data streams at an unprecedented rate. The scientific exploitation of these data, namely Data Driven Dis- covery, requires interoperability, massive and optimal use of Artificial Intelligence meth- ods in all steps of the data acquisition, processing and analysis, the access to large and distributed computing HPC facilities, the implementation and access to large simula- tions and interdisciplinary skills that usually are not provided by standard academic curricula. Furthermore, to cope with this data deluge, most communities have lever- aged solutions and tools originally developed by large corporations for purposes other than scientific research and accepted compromises to adapt them to their specific needs. Through the presentation of several astrophysical use cases, we show how the Data Driven based solutions could represent the optimal playground to achieve the multi-disciplinary methodological approach.| File | Dimensione | Formato | |
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