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TRUSTCACHE: Trust-based Content Caching in Information-Centric Networks

  • Sean Tsikteris
  • , Aisha B. Rahman
  • , Md Sadman Siraj
  • , Panagiotis Charatsaris
  • , Eirini Eleni Tsiropoulou
  • , Symeon Papavassiliou

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

The Information-Centric Networking (ICN) paradigm has reshaped the modern network architectures and promises efficient content delivery to the end-users. This paper introduces TRUSTCACHE, a novel framework enabling the content caching within ICNs and focusing on the trust-based ICN selection and optimal cache memory allocation to the Content Providers (CPs). The TRUSTCACHE framework incorporates the Optimistic Q-learning with Upper Confidence Bound reinforcement learning algorithm that enables the CPs to autonomously select ICNs based on their cache memory availability and trust levels. Also, TRUSTCACHE enables the CPs to jointly consider the reliability of the ICNs and their cache memory availability by integrating a novel trust model. Furthermore, TRUSTCACHE leverages the multilateral bargaining principles in order to ensure the optimal cache memory allocation among the CPs, in terms of aligning with their profit margin characteristics. Simulation-based experiments validate TRUSTCACHE's operational efficiency across diverse CP profit margin profiles and highlight its superiority over alternative models lacking trust-based ICN selection or employing proportional fairness strategies for cache memory allocation.

Original languageEnglish
Title of host publicationGLOBECOM 2024 - 2024 IEEE Global Communications Conference
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1827-1832
Number of pages6
ISBN (Electronic)9798350351255
DOIs
StatePublished - Dec 8 2024
Externally publishedYes
Event2024 IEEE Global Communications Conference, GLOBECOM 2024 - Cape Town, South Africa
Duration: Dec 8 2024 → Dec 12 2024

Publication series

NameProceedings - IEEE Global Communications Conference, GLOBECOM
ISSN (Print)2334-0983
ISSN (Electronic)2576-6813

Conference

Conference2024 IEEE Global Communications Conference, GLOBECOM 2024
Country/TerritorySouth Africa
CityCape Town
Period12/8/24 → 12/12/24

Keywords

  • Game Theory
  • Information-Centric Networking
  • Reinforcement Learning
  • Trust

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