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

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

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.

Original language	English
Title of host publication	ECTM 2023 - 2023 IEEE 7th Ecuador Technical Chapters Meeting
Editors	David Rivas Lalaleo, Manuel Ignacio Ayala Chauvin
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350338232
DOIs	https://doi.org/10.1109/ETCM58927.2023.10308805
State	Published - 2023
Event	7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023 - Ambato, Ecuador Duration: 10 Oct 2023 → 13 Oct 2023

Publication series

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

Conference

Conference	7th IEEE Ecuador Technical Chapters Meeting, ECTM 2023
Country/Territory	Ecuador
City	Ambato
Period	10/10/23 → 13/10/23

Bibliographical note

Publisher Copyright:
© 2023 IEEE.

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

UN SDGs

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

Access to Document

10.1109/ETCM58927.2023.10308805

Cite this

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. In 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",

address = "United States",

}

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. in 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).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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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

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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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M3 - Conference contribution

AN - SCOPUS:85179517421

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A2 - Chauvin, Manuel Ignacio Ayala

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 10 October 2023 through 13 October 2023

ER -

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. In Lalaleo DR, Chauvin MIA, editors, 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

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

Abstract

Publication series

Conference

Bibliographical note

Keywords

UN SDGs

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