Artificial Intelligence Approach for Name Classification in Information-Centric Networking-based Internet of Things

Cutifa Safitri, Rila Mandala, Ngoc Quang Nguyen, Takuro Sato

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Content management has continuously been among the most challenging problems, especially on the Internet of Things (IoT), where devices are set to be “hungry” for content. In this context, Information-Centric Networking (ICN), a promising Future Internet Architecture, can facilitate the IoT requirements of continuous and long-lasting connectivity, which has burdened the IP-based network system. In ICN, a content naming structure is composed to direct content requests to the nearest content provider with the built-in in-network caching function, storing the content. For a successful implementation of ICN-based IoT, an intelligent algorithm approach for IoT-based ICN implementation aiming to improve content management is proposed in this study. We establish a hybrid ICN with the most suitable machine learning algorithms satisfying the requirements to realize a feasible IoT technology. The selected algorithms from Supervised Learning, Unsupervised Learning, and Reinforcement Learning are evaluated before being chosen as the content forwarding process. The numerical findings show the superiority of the Extended Learning Classifier System under Reinforcement Learning’s scheme compared to the other algorithms.

Original languageEnglish
Title of host publicationICSECC 2020 - 2nd International Conference on Sustainable Engineering and Creative Computing, Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages158-163
Number of pages6
ISBN (Electronic)9781728175881
DOIs
Publication statusPublished - 2020
Event2nd International Conference on Sustainable Engineering and Creative Computing, ICSECC 2020 - Virtual, Online, Indonesia
Duration: 2020 Dec 162020 Dec 17

Publication series

NameICSECC 2020 - 2nd International Conference on Sustainable Engineering and Creative Computing, Proceedings

Conference

Conference2nd International Conference on Sustainable Engineering and Creative Computing, ICSECC 2020
Country/TerritoryIndonesia
CityVirtual, Online
Period20/12/1620/12/17

Keywords

  • Content name classification
  • Extended Learning Classifier System
  • Internet of Things
  • Machine Learning
  • Reinforcement Learning

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications
  • Information Systems and Management
  • Renewable Energy, Sustainability and the Environment

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