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TS-based Mobility-aware Multi-hierarchical Caching Model with Vehicle Clustering and Content Popularity Prediction, Journal of Telecommunications and Information Technology, 2024, nr 3
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Title: TS-based Mobility-aware Multi-hierarchical Caching Model with Vehicle Clustering and Content Popularity Prediction, Journal of Telecommunications and Information Technology, 2024, nr 3

Autor:

Baghiani, Radouane ; Guezouli, Lyamine ; Korichi, Ahmed

Data wydania:

2024, nr 3

Typ zasobu:

artykuł

Tytuł publikacji grupowej:

2024, nr 3, JTIT-artykuły

Abstrakt:

This research is concerned with the fusion of artificial intelligence (AI) and machine learning within multi-hierarchical caching systems, specifically targeting vehicular and edge caching domains. This study introduces an innovative architecture harmonizing Thompson sampling learning-based caching policies with advanced vehicle clustering and content-popularity prediction methods (TS-MMCM). Simulations show substantial performance improvements and a big impact of the proposed approach on system efficiency in dynamic network environments. The proposal demonstrates a notable gain in cache hit rates and decreased latency levels, highlighting the potential of AI to improve caching techniques in dynamic network environments.

Numer:

3

Wydawca:

National Institute of Telecommunications

Identyfikator zasobu:

oai:bc.itl.waw.pl:2357 ; ISSN 1509-4553, on-line: ISSN 1899-8852

DOI:

10.26636/jtit.2024.3.1616

ISSN:

1509-4553

eISSN:

1899-8852

Źródło:

Journal of Telecommunications and Information Technology

Język:

ang

Licencja:

CC BY 4.0

Właściciel praw:

Instytut Łączności - Państwowy Instytut Badawczy

Subject and keywords:

clustering Internet of Vehicles machine learning mobile edge computing multi-hierarchical caching Thompson sampling learning

Object collections:

Last modified:

Feb 25, 2026

In our library since:

Oct 2, 2024

Number of object content hits:

145

All available object's versions:

https://ribes-54.man.poznan.pl/publication/2670

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Edition name Date
Baghiani, Radouane; Guezouli, Lyamine; Korichi, Ahmed, TS-based Mobility-aware Multi-hierarchical Caching Model with Vehicle Clustering and Content Popularity Prediction, Journal of Telecommunications and Information Technology, 2024, nr 3 Feb 25, 2026

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