A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems

Selma Yahia; Yassine Meraihi; Seyedali Mirjalili; Sylia Mekhmoukh Taleb; Souad Refas; Amar Ramdane-Cherif; Hossien B. Eldeeb

doi:10.1016/B978-0-32-395365-8.00009-9

A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems

Selma Yahia, Yassine Meraihi, Seyedali Mirjalili, Sylia Mekhmoukh Taleb, Souad Refas, Amar Ramdane-Cherif, Hossien B. Eldeeb

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

Abstract

This paper proposes a novel hybrid approach (WOATS) based on the hybridization of Whale Optimization Algorithm (WOA) with Tabu search Algorithm (TS) for solving the resource allocation problem for indoor multi-user downlink VLC systems. The efficiency of the proposed WOATS is validated in several scenarios under different settings, considering the throughput and fairness parameters. The results demonstrated that WOATS provides competitive performance in optimizing resource allocation in indoor VLC systems compared to WOA, TS, Particle Swarm Optimization (PSO), Genetic Algorithm (GA), Arithmetic Optimization Algorithm (AOA), Moth Flame Optimization (MFO), Grey Wolf Optimizer (GWO), and Sine Cosine Algorithm (SCA).

Original language	English
Title of host publication	Handbook of Whale Optimization Algorithm
Subtitle of host publication	Variants, Hybrids, Improvements, and Applications
Publisher	Elsevier
Pages	33-45
Number of pages	13
ISBN (Electronic)	9780323953658
ISBN (Print)	9780323953641
DOIs	https://doi.org/10.1016/B978-0-32-395365-8.00009-9
Publication status	Published - 1 Jan 2023

Keywords

Resource allocation
Tabu search algorithm
Visible light communications
Whale optimization algorithm

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10.1016/B978-0-32-395365-8.00009-9

Cite this

Yahia, S., Meraihi, Y., Mirjalili, S., Taleb, S. M., Refas, S., Ramdane-Cherif, A., & Eldeeb, H. B. (2023). A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems. In Handbook of Whale Optimization Algorithm: Variants, Hybrids, Improvements, and Applications (pp. 33-45). Elsevier. https://doi.org/10.1016/B978-0-32-395365-8.00009-9

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title = "A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems",

abstract = "This paper proposes a novel hybrid approach (WOATS) based on the hybridization of Whale Optimization Algorithm (WOA) with Tabu search Algorithm (TS) for solving the resource allocation problem for indoor multi-user downlink VLC systems. The efficiency of the proposed WOATS is validated in several scenarios under different settings, considering the throughput and fairness parameters. The results demonstrated that WOATS provides competitive performance in optimizing resource allocation in indoor VLC systems compared to WOA, TS, Particle Swarm Optimization (PSO), Genetic Algorithm (GA), Arithmetic Optimization Algorithm (AOA), Moth Flame Optimization (MFO), Grey Wolf Optimizer (GWO), and Sine Cosine Algorithm (SCA).",

keywords = "Resource allocation, Tabu search algorithm, Visible light communications, Whale optimization algorithm",

author = "Selma Yahia and Yassine Meraihi and Seyedali Mirjalili and Taleb, {Sylia Mekhmoukh} and Souad Refas and Amar Ramdane-Cherif and Eldeeb, {Hossien B.}",

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month = jan,

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doi = "10.1016/B978-0-32-395365-8.00009-9",

language = "English",

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Yahia, S, Meraihi, Y, Mirjalili, S, Taleb, SM, Refas, S, Ramdane-Cherif, A & Eldeeb, HB 2023, A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems. in Handbook of Whale Optimization Algorithm: Variants, Hybrids, Improvements, and Applications. Elsevier, pp. 33-45. https://doi.org/10.1016/B978-0-32-395365-8.00009-9

A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems. / Yahia, Selma; Meraihi, Yassine; Mirjalili, Seyedali et al.
Handbook of Whale Optimization Algorithm: Variants, Hybrids, Improvements, and Applications. Elsevier, 2023. p. 33-45.

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

TY - CHAP

T1 - A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems

AU - Yahia, Selma

AU - Meraihi, Yassine

AU - Mirjalili, Seyedali

AU - Taleb, Sylia Mekhmoukh

AU - Refas, Souad

AU - Ramdane-Cherif, Amar

AU - Eldeeb, Hossien B.

PY - 2023/1/1

Y1 - 2023/1/1

N2 - This paper proposes a novel hybrid approach (WOATS) based on the hybridization of Whale Optimization Algorithm (WOA) with Tabu search Algorithm (TS) for solving the resource allocation problem for indoor multi-user downlink VLC systems. The efficiency of the proposed WOATS is validated in several scenarios under different settings, considering the throughput and fairness parameters. The results demonstrated that WOATS provides competitive performance in optimizing resource allocation in indoor VLC systems compared to WOA, TS, Particle Swarm Optimization (PSO), Genetic Algorithm (GA), Arithmetic Optimization Algorithm (AOA), Moth Flame Optimization (MFO), Grey Wolf Optimizer (GWO), and Sine Cosine Algorithm (SCA).

AB - This paper proposes a novel hybrid approach (WOATS) based on the hybridization of Whale Optimization Algorithm (WOA) with Tabu search Algorithm (TS) for solving the resource allocation problem for indoor multi-user downlink VLC systems. The efficiency of the proposed WOATS is validated in several scenarios under different settings, considering the throughput and fairness parameters. The results demonstrated that WOATS provides competitive performance in optimizing resource allocation in indoor VLC systems compared to WOA, TS, Particle Swarm Optimization (PSO), Genetic Algorithm (GA), Arithmetic Optimization Algorithm (AOA), Moth Flame Optimization (MFO), Grey Wolf Optimizer (GWO), and Sine Cosine Algorithm (SCA).

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KW - Tabu search algorithm

KW - Visible light communications

KW - Whale optimization algorithm

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SN - 9780323953641

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BT - Handbook of Whale Optimization Algorithm

PB - Elsevier

ER -

A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems

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Keywords

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