Optimizing energy management in microgrids with ant colony optimization: Enhancing reliability and cost efficiency for sustainable energy systems

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Küçük Resim

Tarih

2024

Dergi Başlığı

Dergi ISSN

Cilt Başlığı

Yayıncı

Oxford University Press

Erişim Hakkı

info:eu-repo/semantics/openAccess

Özet

This paper investigates the application of ant colony optimization (ACO) for energy management in microgrids, incorporating distributed generation resources such as solar panels, fuel cells, wind turbines, battery storage, and microturbine. The study evaluates energy management in two scenarios, with the first utilizing all available resources and the second applying specific operational constraints to wind turbines and solar panels. Results demonstrate that ACO effectively reduces operational costs and enhances system reliability, contributing to sustainable energy management practices. Additionally, the study compares ACO with the imperialist competitive algorithm, highlighting ACO's superior performance in cost reduction and efficiency improvements. This research advances energy system optimization and supports the development of sustainable solutions in microgrids. © 2024 The Author(s). Published by Oxford University Press.

Açıklama

Anahtar Kelimeler

Ant Colony Optimization, Distribution System, Microgrid, Energy Management, Energy Systems

Kaynak

International Journal of Low-Carbon Technologies

WoS Q Değeri

Q2

Scopus Q Değeri

Q1

Cilt

19

Sayı

Künye

Kamarposhti, M. A., Shokouhandeh, H., Lee, Y., Kang, S. K., Colak, I., & Barhoumi, E. M. (2024). Optimizing energy management in microgrids with ant colony optimization: enhancing reliability and cost efficiency for sustainable energy systems. International Journal of Low-Carbon Technologies, 19, 2848-2856.