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

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

研究成果: Conference contribution

抄録

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.

本文言語English
ホスト出版物のタイトルICSECC 2020 - 2nd International Conference on Sustainable Engineering and Creative Computing, Proceedings
出版社Institute of Electrical and Electronics Engineers Inc.
ページ158-163
ページ数6
ISBN(電子版)9781728175881
DOI
出版ステータスPublished - 2020
イベント2nd International Conference on Sustainable Engineering and Creative Computing, ICSECC 2020 - Virtual, Online, Indonesia
継続期間: 2020 12月 162020 12月 17

出版物シリーズ

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

Conference

Conference2nd International Conference on Sustainable Engineering and Creative Computing, ICSECC 2020
国/地域Indonesia
CityVirtual, Online
Period20/12/1620/12/17

ASJC Scopus subject areas

  • コンピュータ ネットワークおよび通信
  • コンピュータ サイエンスの応用
  • 情報システムおよび情報管理
  • 再生可能エネルギー、持続可能性、環境

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