Internet of Behavior and Explainable AI Systems for Influencing IoT Behavior

  • Haya Elayan
  • , Moayad Aloqaily
  • , Fakhri Karray
  • , Mohsen Guizani

Research output: Contribution to journalArticlepeer-review

31 Scopus citations

Abstract

Pandemics and natural disasters over the years have changed the behavior of people, which has had a tremendous impact on all life aspects. With the technologies available in each era, governments, organizations, and companies have used these technologies to track, control, and influence the behavior of individuals for some benefits. Nowadays, the use of the Internet of Things (IoT), cloud computing, and Artificial Intelligence (AI) have made it easier to track and change the behavior of users through changing the behavior of IoT devices. This article introduces and discusses the concept of the Internet of Behavior (IoB) and its integration with Explainable AI (XAI) techniques to provide trusted and evident experience in the process of changing IoT behavior to ultimately influence user behavior. Therefore, We propose a system based on IoB and XAI that aims to influence user behavior and showcase its effectiveness in an electrical power consumption use case. Through our experiments, we are able to demonstrate a reduction in both power consumption and cost. The scenario results showed a decrease of 522.2 kW of active power based on the original historical average consumption over a 200-hours period. It also showed a total power cost saving of €95.04 for the same period.

Original languageEnglish
Pages (from-to)62-68
Number of pages7
JournalIEEE Network
Volume37
Issue number1
DOIs
StatePublished - 1 Jan 2023
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 1986-2012 IEEE.

ASJC Scopus subject areas

  • Software
  • Information Systems
  • Hardware and Architecture
  • Computer Networks and Communications

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