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Toward Convergence of AI and IoT for Energy-Efficient Communication in Smart Homes

  • Ali Hassan Sodhro
  • , Andrei Gurtov
  • , Noman Zahid
  • , Sandeep Pirbhulal
  • , Lei Wang
  • , Muhammad Mahboob Ur Rahman
  • , Muhammad Ali Imran
  • , Qammer H. Abbasi
  • Shenzhen Institute of Advanced Technology
  • Linköping University
  • Sukkur IBA University
  • University of Beira Interior
  • Information Technology University
  • University of Glasgow

Research output: Contribution to journalArticlepeer-review

32 Scopus citations

Abstract

The convergence of artificial intelligence (AI) and the Internet of Things (IoT) promotes energy-efficient communication in smart homes. Quality-of-Service (QoS) optimization during video streaming through wireless micro medical devices (WMMDs) in smart healthcare homes is the main purpose of this research. This article contributes in four distinct ways. First, to propose a novel lazy video transmission algorithm (LVTA). Second, a novel video transmission rate control algorithm (VTRCA) is proposed. Third, a novel cloud-based video transmission framework is developed. Fourth, the relationship between buffer size and performance indicators, i.e., peak-to-mean ratio (PMR), energy (i.e., encoding and transmission), and standard deviation, is investigated while comparing LVTA, VTRCA, and baseline approaches. The experimental results demonstrate that the reduction in encoding (32% and 35.4%) and transmission (37% and 39%) energy drains, PMR (5 and 4), and standard deviation (3 and 4 dB) for VTRCA and LVTA, respectively, is greater than that obtained by baseline during video streaming through WMMD.

Original languageEnglish
Article number9195506
Pages (from-to)9664-9671
Number of pages8
JournalIEEE Internet of Things Journal
Volume8
Issue number12
DOIs
StatePublished - 15 Jun 2021
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Cloud based
  • Internet of Things (IoT)
  • convergence artificial intelligence (AI)
  • energy-efficient communication
  • lazy video transmission algorithm (LVTA)
  • smart homes
  • video streaming
  • video transmission rate control algorithm (VTRCA)
  • wireless micro medical devices (WMMDs)

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