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Multi-Step Reasoning for IoT Devices

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F23%3A00130660" target="_blank" >RIV/00216224:14330/23:00130660 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.5220/0011772700003464" target="_blank" >http://dx.doi.org/10.5220/0011772700003464</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.5220/0011772700003464" target="_blank" >10.5220/0011772700003464</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Multi-Step Reasoning for IoT Devices

  • Original language description

    Internet of Things (IoT) devices are constantly growing in numbers, forecasted to reach 27 billion in 2025. With such a large number of connected devices, energy consumption concerns are a major priority for the upcoming years. Cloud / Edge / Fog Computing are critically associated with IoT devices as enablers for data communication and coordination among devices. In this paper, we look at the distribution of Semantic Reasoning between IoT devices and define a new class of reasoning, multi-step reasoning, that can be associated at the level of the edge or fog node in the context of IoT devices. We conduct an experiment based on synthetic datasets to evaluate the performance of multi-step reasoning in terms of power consumption, memory, and CPU usage. Overall we found that multi-step reasoning can help in reducing computation time and energy consumption on IoT devices in the presence of larger datasets.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10200 - Computer and information sciences

Result continuities

  • Project

    <a href="/en/project/EF16_019%2F0000822" target="_blank" >EF16_019/0000822: CyberSecurity, CyberCrime and Critical Information Infrastructures Center of Excellence</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2023

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 18th International Conference on Evaluation of Novel Approaches to Software Engineering (ENASE 2023)

  • ISBN

    9789897586477

  • ISSN

    2184-4895

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    330-337

  • Publisher name

    SciTePress

  • Place of publication

    Not specified

  • Event location

    Prague, Czech Republic

  • Event date

    Apr 24, 2023

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    001119034200029