A Data Serialization-based Framework for Efficient IoT Management

Khayal Huseynov*, Lal Verda Cakir, Sarah Al-Shareeda, Mehmet Ozdem, Berk Canberk

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The Internet of Things (IoT) management relies on the efficient and timely transfer of data from sensors to applications. Processing required data transformations at the edge gateway introduces spatial complexity issues, particularly concerning resource constraints and latency requirements. By adopting a zero-copy binary format, Flatbuffers, we reduce the spatial complexity of processing at IoT edge gateway. However, at the service applications, interoperability challenges may arise when dealing with binary data formats compared to text-based formats. To accommodate the constraints of IoT edge gateways and service applications, we introduce a framework that aims to improve the data exchange rate between the IoT layer and the management layer while maintaining interoperability. Our comparative analysis across three scenarios, involving single and multiple sensors, shows that the proposed FlatBuffers-based framework outperforms the conventional JSON and Protocol Buffers formats in terms of frequency. These findings highlight the significant potential of FlatBuffers in boosting the real-time interaction capabilities of IoT systems.

Original languageEnglish
Title of host publication2024 IEEE 10th World Forum on Internet of Things, WF-IoT 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages707-712
Number of pages6
ISBN (Electronic)9798350373011
DOIs
Publication statusPublished - 2024
Event10th IEEE World Forum on Internet of Things, WF-IoT 2024 - Ottawa, Canada
Duration: 10 Nov 202413 Nov 2024

Publication series

Name2024 IEEE 10th World Forum on Internet of Things, WF-IoT 2024

Conference

Conference10th IEEE World Forum on Internet of Things, WF-IoT 2024
Country/TerritoryCanada
CityOttawa
Period10/11/2413/11/24

Bibliographical note

Publisher Copyright:
© 2024 IEEE.

Keywords

  • Data Serialization
  • Edge Computing
  • Internet of Things (IoT)
  • Serialization Format

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