Failure type detection and predictive maintenance for the next generation of imaging atmospheric Cherenkov telescopes Article Swipe
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· 2022
· Open Access
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· DOI: https://doi.org/10.48550/arxiv.2212.12381
The next generation of imaging atmospheric Cherenkov telescopes will be composed of hundreds of telescopes working together to attempt to unveil some fundamental physics of the high-energy Universe. Along with the scientific data, a large volume of housekeeping and auxiliary data coming from weather stations, instrumental sensors, logging files, etc., will be collected as well. Driven by supervised and reinforcement learning algorithms, such data can be exploited for applying predictive maintenance and failure type detection to these astrophysical facilities. In this paper, we present the project aiming to trigger the development of a model that will be able to predict, just in time, forthcoming component failures along with their kind and severity
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2212.12381
- https://arxiv.org/pdf/2212.12381
- OA Status
- green
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4312206324
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4312206324Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2212.12381Digital Object Identifier
- Title
-
Failure type detection and predictive maintenance for the next generation of imaging atmospheric Cherenkov telescopesWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-12-23Full publication date if available
- Authors
-
Federico Incardona, Alessandro Costa, Kevin MunariList of authors in order
- Landing page
-
https://arxiv.org/abs/2212.12381Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2212.12381Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2212.12381Direct OA link when available
- Concepts
-
Cherenkov radiation, Housekeeping, Cherenkov Telescope Array, Computer science, Physics, High energy, Component (thermodynamics), Astronomy, Remote sensing, Detector, Optics, Particle physics, Geology, Thermodynamics, Gene, Chemistry, BiochemistryTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
1Total citation count in OpenAlex
- Citations by year (recent)
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2024: 1Per-year citation counts (last 5 years)
- Related works (count)
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10Other works algorithmically related by OpenAlex
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