Szczegóły publikacji

Opis bibliograficzny

Towards an interoperable digital shadow system for continuous steel casting using explainable AI and Kubernetes / Piotr HAJDER, Mateusz MOJŻESZKO, Filip HALLO, Lucyna HAJDER, Krzysztof REGULSKI, Krzysztof BANAŚ, Monika PERNACH, Danuta SZELIGA, Krzysztof BZOWSKI, Kazimierz MICHALIK, Adam MROZEK, Łukasz SZTANGRET, Marek WILKUS, Tomasz JAŻDŻEWSKI, Wojciech JĘDRYSIK, Rafał NADOLSKI, Andrzej OPALIŃSKI, Łukasz RAUCH // W: 2025 IEEE international conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) [Dokument elektroniczny] : 17-21 March 2025, Washington D. C., USA : proceedings / IEEE. — Wersja do Windows. — Dane tekstowe. — Piscataway, NJ : IEEE, cop. 2025. — (IEEE International Conference on Pervasive Computing and Communications Workshops ; ISSN 2836-5348). — e-ISBN: 979-8-3315-3553-7. — S. 104–109. — Wymagania systemowe: Adobe Reader. — Bibliogr. s. 109, Abstr. — Publikacja dostępna online od: 2025-06-19

Autorzy (18)

Słowa kluczowe

explainable AIdigital shadowcyber physical systemsKubernetesIndustry 4.0continuous steel casting

Dane bibliometryczne

ID BaDAP160929
Data dodania do BaDAP2025-07-09
Tekst źródłowyURL
DOI10.1109/PerComWorkshops65533.2025.00049
Rok publikacji2025
Typ publikacjimateriały konferencyjne (aut.)
Otwarty dostęptak
WydawcaInstitute of Electrical and Electronics Engineers (IEEE)
KonferencjaIEEE International Conference on Pervasive Computing and Communications 2025
Czasopismo/seriaIEEE International Conference on Pervasive Computing and Communications Workshops

Abstract

Continuous casting of steel is a complex process that requires a large amount of data, which can be difficult to interpret by humans. This paper presents a digital shadow system for continuous steel casting, which integrates advanced technologies to achieve a scalable, interpretable, and efficient solution. The system consists of applications designed to model ladle movements and predict temperature drops in liquid steel during transportation. The implementation of the system leverages a modular and scalable architecture to enable effective monitoring and validation of the continuous casting process. The digital shadow framework combines predictive modeling, explainability, and orchestration tools such as Kubernetes and Argo Workflows to ensure a high degree of automation, reducing manual intervention, and ensuring consistency and reliability in steel production. The framework provides a detailed and real-time representation of the casting process, facilitating a deeper understanding of the operational dynamics and contributing to improving the quality of the steel billets.

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