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Related Experiment Video

Updated: Jun 17, 2025

Data Communication Based on MQTT in a Polymer Extrusion Process
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Architectures for Industrial AIoT Applications.

Eneko Villar1,2, Imanol Martín Toral1, Isidro Calvo1

  • 1Department of Systems Engineering and Automatic Control, Faculty of Engineering of Vitoria-Gasteiz, University of the Basque Country (UPV/EHU), 01006 Vitoria-Gasteiz, Spain.

Sensors (Basel, Switzerland)
|August 10, 2024
PubMed
Summary
This summary is machine-generated.

This review surveys reference architectures for industrial Artificial Intelligence of Things (AIoT) applications. While essential for standardizing AIoT development, widespread adoption requires further effort.

Keywords:
AIoTArtificial Intelligence of ThingsEdge/Fog/Cloud ComputingIoTartificial intelligenceindustrial applicationsreference architectures

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Area of Science:

  • Industrial Automation
  • Cyber-Physical Systems
  • Artificial Intelligence of Things (AIoT)

Background:

  • Industry 4.0 integrates Cyber Physical Systems (CPSs), Industrial Internet of Things (IIoT), and AIoT, transforming production systems.
  • The integration of heterogeneous devices necessitates standardized approaches for developing complex AIoT applications.
  • Reference architectures offer a structured methodology for designing and implementing industrial AIoT solutions.

Purpose of the Study:

  • To survey and analyze key reference architectures for industrial AIoT applications.
  • To identify the characteristics, objectives, and benefits of various industrial AIoT reference architectures.
  • To provide use cases to assist engineers in selecting appropriate architectures for their applications.

Main Methods:

  • Literature review of existing reference architectures for industrial AIoT.
  • Comparative analysis of identified architectures based on their features and goals.
  • Identification and presentation of relevant use cases for practical guidance.

Main Results:

  • Several reference architectures for industrial AIoT applications were identified and analyzed.
  • Key characteristics, objectives, and benefits of each architecture were detailed.
  • Use cases were presented to illustrate practical implementation scenarios.

Conclusions:

  • Reference architectures are crucial for standardizing industrial AIoT applications and guiding developers.
  • The practical adoption of these architectures in real-world AIoT industrial settings is currently limited.
  • Further development and effort are needed to promote the widespread adoption of reference architectures in the industry.