Smart home energy management systems: Research challenges and survey

  • Ali Raza
  • , Li Jingzhao*
  • , Yazeed Ghadi
  • , Muhammad Adnan
  • , Mansoor Ali
  • *Corresponding author for this work

Research output: Contribution to journalReview articlepeer-review

53 Scopus citations

Abstract

Electricity is establishing ground as a means of energy, and its proportion will continue to rise in the next generations. Home energy usage is expected to increase by more than 40% in the next 20 years. Therefore, to compensate for demand requirements, proper planning and strategies are needed to improve home energy management systems (HEMs). One of the crucial aspects of HEMS are proper load forecasting and scheduling of energy utilization. Energy management systems depend heavily on precise forecasting and scheduling. Considering this scenario, this article was divided into two parts. Firstly, this article gives a thorough analysis of forecasting models in HEMs with the primary goal of determining whichever model is most appropriate in a given situation. Moreover, for optimal utilization of scheduling strategies in HEMs, the current literature has discussed a number of scheduling optimization approaches. Therefore, secondly in this article, these approaches will be examined thoroughly to develop effective operating scheduling and to make wise judgments regarding usage of these techniques in HEMs. Finally, this paper also presents the future technical advancements and research gaps in load forecasting and scheduling and how they affect HEMs activities in the near future.

Original languageEnglish
Pages (from-to)117-170
Number of pages54
JournalAlexandria Engineering Journal
Volume92
DOIs
StatePublished - Apr 2024
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2024 The Authors

Keywords

  • Demand response
  • Environment
  • Home Energy Management System
  • Home appliances
  • Load forecasting
  • Load scheduling
  • Optimization
  • Renewable Energy Resource
  • Smart Grid
  • Sustainability

ASJC Scopus subject areas

  • General Engineering

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