Adaptive Swarm Intelligence-Based Optimization Approach for Smart Grids Power Dispatch

  • Um E.Habiba Alvi*
  • , Ijaz Ahmed
  • , Syed Rizwan Hasan
  • , Babar Ashfaq
  • , Muhammad Raza
  • , Sana Mukhtar
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

27 Scopus citations

Abstract

Approximately 70-90 percent of today's energy usage is derived from fossil fuels. Due to global warming and countless air pollutants, the atmosphere is polluted, compelling us to use new computer paradigms for efficient dispatching of smart energy grids. In order to solve the difficult nonlinear, non-convex, and constrained confined EEDs, a new whale optimization algorithm (WOA) is devised for the minimization of total cost and emission. The proposed method takes into account the social behaviour of humpback whales, with an emphasis on the nature of suggested meta-heuristic optimization algorithms. The proposed optimization paradigm generated data demonstrating AWSOA superiority to other advanced approaches. To ensure the efficacy of the proposed method, we compare it to other approaches and consider a number of technological constraints; the findings demonstrate that our approach is both cost-effective and accurate. In addition, the research assists electric energy firms in controlling emissions as required by emission regulatory agencies and saving the annual operational cost of thermal plants.

Original languageEnglish
Title of host publicationICETECC 2022 - International Conference on Emerging Technologies in Electronics, Computing and Communication
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665490870
DOIs
StatePublished - 2022
Externally publishedYes
Event2022 International Conference on Emerging Technologies in Electronics, Computing and Communication, ICETECC 2022 - Jamshoro, Sindh, Pakistan
Duration: 7 Dec 20229 Dec 2022

Publication series

NameICETECC 2022 - International Conference on Emerging Technologies in Electronics, Computing and Communication

Conference

Conference2022 International Conference on Emerging Technologies in Electronics, Computing and Communication, ICETECC 2022
Country/TerritoryPakistan
CityJamshoro, Sindh
Period7/12/229/12/22

Bibliographical note

Publisher Copyright:
© 2022 IEEE.

Keywords

  • Economic dispatch problem
  • adaptive whale optimization algorithm
  • emission in smart grids
  • non-convex optimization
  • swarm algorithms

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Networks and Communications
  • Computer Science Applications
  • Electrical and Electronic Engineering

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