RESONATE: Advancing Sustainability in IoT Networks through Smart and Selective Data Streaming

Ragini Gupta, Beitong Tian, Klara Nahrstedt, Claudiu Danilov

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

Abstract

The three-tier sense-edge-cloud (SEC) framework developed as a consequence of the advances in IoT communication represents an inverted multicast paradigm, allowing the sensors to deliver the data to the cloud via edge devices. Due to the increasing volume of data generation and transmission, the SEC framework is often challenged by resource bottlenecks. To remedy this problem, an IoT network must exhibit three key characteristics: optimal network resource efficiency for data transmission, energy efficiency to sustain sensors and applications, and a focus on the fitness score through selective streaming. Taking these criteria into consideration, we conceptualize an approach, called RESONATE, to optimize network resources to achieve essential communication, while alleviating network congestion and energy conservation. It selectively triggers sensors for data transmission based on factors like sensor location, communication range, and fitness score levels. Through extensive simulations, we demonstrate the efficacy of RESONATE in terms of energy efficiency, network bandwidth consumption, and data reporting optimization.

Original languageEnglish (US)
Title of host publicationProceedings - 2023 IEEE 9th International Conference on Collaboration and Internet Computing, CIC 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages35-41
Number of pages7
ISBN (Electronic)9798350339123
DOIs
StatePublished - 2023
Event9th IEEE International Conference on Collaboration and Internet Computing, CIC 2023 - Atlanta, United States
Duration: Nov 1 2023Nov 3 2023

Publication series

NameProceedings - 2023 IEEE 9th International Conference on Collaboration and Internet Computing, CIC 2023

Conference

Conference9th IEEE International Conference on Collaboration and Internet Computing, CIC 2023
Country/TerritoryUnited States
CityAtlanta
Period11/1/2311/3/23

Keywords

  • fitness score
  • inverted-multicast paradigm
  • IoT
  • resource efficiency
  • selective streaming
  • sense-edge-cloud

ASJC Scopus subject areas

  • Media Technology
  • Modeling and Simulation
  • Management Information Systems
  • Artificial Intelligence
  • Computer Networks and Communications
  • Information Systems and Management
  • Safety, Risk, Reliability and Quality

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