Real-time adaptive data filtering with multiple sensors for indoor monitoring

Kuon Akiyama, Ryoichi Shinkuma, Jun Shiomi

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

Abstract

This demonstration proposes a scheme that suppresses the data size of a 3D-image sensing network by adaptively filtering low-importance points, such as the points of floors and ceilings when the task is to track pedestrians. The adaptive filter can be dynamically changed to further reduce the amount of data if it is difficult for packets to reach the edge computer. We evaluate the proposed scheme through experiments and demonstrate that it performs better than benchmark schemes in terms of prompt arrival of the data.

Original languageEnglish
Title of host publicationProceedings of the IEEE/IFIP Network Operations and Management Symposium 2022
Subtitle of host publicationNetwork and Service Management in the Era of Cloudification, Softwarization and Artificial Intelligence, NOMS 2022
EditorsPal Varga, Lisandro Zambenedetti Granville, Alex Galis, Istvan Godor, Noura Limam, Prosper Chemouil, Jerome Francois, Marc-Oliver Pahl
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665406017
DOIs
Publication statusPublished - 2022
Event2022 IEEE/IFIP Network Operations and Management Symposium, NOMS 2022 - Budapest, Hungary
Duration: 2022 Apr 252022 Apr 29

Publication series

NameProceedings of the IEEE/IFIP Network Operations and Management Symposium 2022: Network and Service Management in the Era of Cloudification, Softwarization and Artificial Intelligence, NOMS 2022

Conference

Conference2022 IEEE/IFIP Network Operations and Management Symposium, NOMS 2022
Country/TerritoryHungary
CityBudapest
Period22/4/2522/4/29

Keywords

  • 3D image sensing
  • LIDAR
  • adaptive filtering
  • sensor network
  • smart monitoring

ASJC Scopus subject areas

  • Management of Technology and Innovation
  • Artificial Intelligence
  • Computer Networks and Communications
  • Hardware and Architecture
  • Software
  • Information Systems and Management
  • Safety, Risk, Reliability and Quality

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