Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study

Lizbeth M. Naranjo-Mora; Alex C. Ochoa-Siavichay; Luis F. Guerrero-Vasquez; Juan P. Bermeo-Moyano; Jorge O. Ordoñez-Ordoñez; Paul A. Chasi-Pesantez

doi:10.1109/ETCM58927.2023.10308805

Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study

Lizbeth M. Naranjo-Mora, Alex C. Ochoa-Siavichay, Luis F. Guerrero-Vasquez, Juan P. Bermeo-Moyano, Jorge O. Ordoñez-Ordoñez, Paul A. Chasi-Pesantez

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

1 Cita (Scopus)

Resumen

This article presents a comparative study of six nature-inspired metaheuristic algorithms based on swarm intelligence for solving a specific optimization problem in the design of a rectangular patch antenna for resonance generation at a frequency of 2.4GHz. The algorithms used were: Bat Algorithm, Firefly Algorithm, Harris Hawks Optimization, Marine Predators Algorithm, Particle Swarm Optimization, and Slime Mould Algorithm. Results show that all algorithms can be useful for solving the optimization problem, however, there are considerable differences in terms of error in the fitness function, obtained gain, and convergence time. The selection of the best algorithm will depend on the priorities when formulating the optimization problem.

Idioma original	Inglés
Título de la publicación alojada	ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting
Editores	David Rivas Lalaleo, Manuel Ignacio Ayala Chauvin
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9798350338232
DOI	https://doi.org/10.1109/ETCM58927.2023.10308805
Estado	Publicada - 2023
Evento	7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023 - Ambato, Ecuador Duración: 10 oct. 2023 → 13 oct. 2023

Serie de la publicación

Nombre	ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting

Conferencia

Conferencia	7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023
País/Territorio	Ecuador
Ciudad	Ambato
Período	10/10/23 → 13/10/23

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Publisher Copyright:
© 2023 IEEE.

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Naranjo-Mora, L. M., Ochoa-Siavichay, A. C., Guerrero-Vasquez, L. F., Bermeo-Moyano, J. P., Ordoñez-Ordoñez, J. O., & Chasi-Pesantez, P. A. (2023). Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study. En D. R. Lalaleo, & M. I. A. Chauvin (Eds.), ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting (ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ETCM58927.2023.10308805

Naranjo-Mora, Lizbeth M. ; Ochoa-Siavichay, Alex C. ; Guerrero-Vasquez, Luis F. et al. / Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence : A Comparative Study. ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting. editor / David Rivas Lalaleo ; Manuel Ignacio Ayala Chauvin. Institute of Electrical and Electronics Engineers Inc., 2023. (ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting).

@inproceedings{fa82c9c04dfb45059f502c9a198a2f40,

title = "Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study",

abstract = "This article presents a comparative study of six nature-inspired metaheuristic algorithms based on swarm intelligence for solving a specific optimization problem in the design of a rectangular patch antenna for resonance generation at a frequency of 2.4GHz. The algorithms used were: Bat Algorithm, Firefly Algorithm, Harris Hawks Optimization, Marine Predators Algorithm, Particle Swarm Optimization, and Slime Mould Algorithm. Results show that all algorithms can be useful for solving the optimization problem, however, there are considerable differences in terms of error in the fitness function, obtained gain, and convergence time. The selection of the best algorithm will depend on the priorities when formulating the optimization problem.",

keywords = "Bat Algorithm, Firefly Algorithm, Harris Hawks Optimization, Marine Predators Algorithm, metaheuristic algorithm, nature inspired, Optimization algorithm, Particle Swarm Optimization, patch antenna, Slime Mould Algorithm, swarm intelligence",

author = "Naranjo-Mora, {Lizbeth M.} and Ochoa-Siavichay, {Alex C.} and Guerrero-Vasquez, {Luis F.} and Bermeo-Moyano, {Juan P.} and Ordo{\~n}ez-Ordo{\~n}ez, {Jorge O.} and Chasi-Pesantez, {Paul A.}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023 ; Conference date: 10-10-2023 Through 13-10-2023",

year = "2023",

doi = "10.1109/ETCM58927.2023.10308805",

language = "English",

series = "ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Lalaleo, {David Rivas} and Chauvin, {Manuel Ignacio Ayala}",

booktitle = "ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting",

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Naranjo-Mora, LM, Ochoa-Siavichay, AC, Guerrero-Vasquez, LF , Bermeo-Moyano, JP , Ordoñez-Ordoñez, JO & Chasi-Pesantez, PA 2023, Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study. En DR Lalaleo & MIA Chauvin (eds.), ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting. ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting, Institute of Electrical and Electronics Engineers Inc., 7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023, Ambato, Ecuador, 10/10/23. https://doi.org/10.1109/ETCM58927.2023.10308805

Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study. / Naranjo-Mora, Lizbeth M.; Ochoa-Siavichay, Alex C.; Guerrero-Vasquez, Luis F. et al.
ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting. ed. / David Rivas Lalaleo; Manuel Ignacio Ayala Chauvin. Institute of Electrical and Electronics Engineers Inc., 2023. (ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

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T1 - Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence

T2 - 7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023

AU - Naranjo-Mora, Lizbeth M.

AU - Ochoa-Siavichay, Alex C.

AU - Guerrero-Vasquez, Luis F.

AU - Bermeo-Moyano, Juan P.

AU - Ordoñez-Ordoñez, Jorge O.

AU - Chasi-Pesantez, Paul A.

PY - 2023

Y1 - 2023

N2 - This article presents a comparative study of six nature-inspired metaheuristic algorithms based on swarm intelligence for solving a specific optimization problem in the design of a rectangular patch antenna for resonance generation at a frequency of 2.4GHz. The algorithms used were: Bat Algorithm, Firefly Algorithm, Harris Hawks Optimization, Marine Predators Algorithm, Particle Swarm Optimization, and Slime Mould Algorithm. Results show that all algorithms can be useful for solving the optimization problem, however, there are considerable differences in terms of error in the fitness function, obtained gain, and convergence time. The selection of the best algorithm will depend on the priorities when formulating the optimization problem.

AB - This article presents a comparative study of six nature-inspired metaheuristic algorithms based on swarm intelligence for solving a specific optimization problem in the design of a rectangular patch antenna for resonance generation at a frequency of 2.4GHz. The algorithms used were: Bat Algorithm, Firefly Algorithm, Harris Hawks Optimization, Marine Predators Algorithm, Particle Swarm Optimization, and Slime Mould Algorithm. Results show that all algorithms can be useful for solving the optimization problem, however, there are considerable differences in terms of error in the fitness function, obtained gain, and convergence time. The selection of the best algorithm will depend on the priorities when formulating the optimization problem.

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KW - Firefly Algorithm

KW - Harris Hawks Optimization

KW - Marine Predators Algorithm

KW - metaheuristic algorithm

KW - nature inspired

KW - Optimization algorithm

KW - Particle Swarm Optimization

KW - patch antenna

KW - Slime Mould Algorithm

KW - swarm intelligence

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U2 - 10.1109/ETCM58927.2023.10308805

DO - 10.1109/ETCM58927.2023.10308805

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T3 - ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting

BT - ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting

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PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 10 October 2023 through 13 October 2023

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Naranjo-Mora LM, Ochoa-Siavichay AC, Guerrero-Vasquez LF , Bermeo-Moyano JP , Ordoñez-Ordoñez JO , Chasi-Pesantez PA. Rectangular Patch Antenna Optimization using Metaheuristic Algorithms of Swarm Intelligence: A Comparative Study. En Lalaleo DR, Chauvin MIA, editores, ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting. Institute of Electrical and Electronics Engineers Inc. 2023. (ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting). doi: 10.1109/ETCM58927.2023.10308805