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LEDs placement in indoor VLC system based on an improved marine predator algorithm

  • Abdelbaki Benayad
  • , Amel Boustil
  • , Yassine Meraihi
  • , Seyedali Mirjalili
  • , Selma Yahia
  • , Sylia Mekhmoukh
  • , Amylia Ait Saadi

Research output: Contribution to journalArticlepeer-review

Abstract

Visible Light Communication (VLC) is a promising and emerging technology that allows both illumination and communication between users using Light Emitting Diodes (LEDs) as transmitters and Photo-Detectors (PDs) as receivers. In indoor VLC systems, the deployment of various number of LEDs with various number of users is a challenging issue. This issue is considered to be an NP-Hard problem, so approximation approaches, especially meta-heuristics, are appropriate to solve it. In this paper, we propose a hybrid swarm intelligence approach (IMPA-FA) based on the combination of the Improved Marine Predators Algorithm (IMPA) with Firefly Algorithm (FA) for solving the LEDs placement problem in an indoor VLC system. The effectiveness of the proposed IMPA-FA is tested on several scenarios under different settings, taking into account the throughput and user coverage metrics. Simulation results demonstrate the accuracy and superiority of the IMPA-FA approach in finding optimal LEDs positions when compared with the standard MPA, FA, Particle Swarm Optimization (PSO), Genetic algorithm (GA), Coronavirus Herd Immunity Optimizer (CHIO), Whale Optimization Algorithm (WOA), Manta Ray Foraging Optimization (MRFO), Bat algorithm (BAT), and Grey Wolf Optimizer (GWO).

Original languageEnglish
Article number106102
JournalJournal of Optics (India)
DOIs
Publication statusPublished - 27 Jan 2025

UN SDGs

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

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being
  2. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy
  3. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure
  4. SDG 11 - Sustainable Cities and Communities
    SDG 11 Sustainable Cities and Communities
  5. SDG 12 - Responsible Consumption and Production
    SDG 12 Responsible Consumption and Production
  6. SDG 13 - Climate Action
    SDG 13 Climate Action
  7. SDG 17 - Partnerships for the Goals
    SDG 17 Partnerships for the Goals

Keywords

  • LEDs placement problem
  • Marine predator algorithm
  • Optimization
  • Visible light communications

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