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Improving the Power Consumption of Thread Mesh Networks Through Genetic Algorithm Optimization

Khan Md Mazedul Islam, Jan Kleine Deters, Ewout Bergsma, Helder R Oliveira Rocha, Patrick Noordhoek, Heinrich Wörtche, J.A. Lima Silva, Wesley Da Silva Costa

Onderzoeksoutput: ArticleAcademicpeer review

Samenvatting

Reliability is a constraint of low-power wireless connectivity, commonly addressed by the deployment of mesh topology. Accordingly, power consumption becomes a major concern during the design and implementation of such networks. Thus, a mono-objective optimization was implemented in this work to decrease the total amount of power consumed by a low-power wireless mesh network based on Thread protocol. Using a genetic algorithm, the optimization procedure takes into account a pre-defined connectivity matrix, in which the possible distances between all network devices are considered. The experimental proof-of-concept shows that a mean gain of 26.45 dB is achievable in a specific scenario. Through our experimental results, we conclude that the Thread mesh protocol has much leeway to meet the low-power consumption requirement of wireless sensor networks.
Originele taal-2English
Pagina's (van-tot)1-4
TijdschriftIEEE Sensors Letters
Volume8
Nummer van het tijdschrift12
DOI's
StatusPublished - 1 dec. 2024

Keywords

  • berichtensysteem
  • betrouwbaarheid
  • draadloze sensornetwerken
  • energiegebruik
  • energievraag
  • instructiesets
  • mesh-netwerken
  • routingprotocollen
  • topologie

Research Focus Areas Hanze University of Applied Sciences

  • Healthy Ageing

Research Focus Areas Research Centre or Centre of Expertise

  • Artificial Intelligence
  • Cyberfysical systems

Publinova thema's

  • ICT & Media
  • Gezondheid
  • Techniek

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