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 language | English |
|---|---|
| Article number | 106102 |
| Journal | Journal of Optics (India) |
| DOIs | |
| Publication status | Published - 27 Jan 2025 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
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SDG 7 Affordable and Clean Energy
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 11 Sustainable Cities and Communities
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SDG 12 Responsible Consumption and Production
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SDG 13 Climate Action
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SDG 17 Partnerships for the Goals
Keywords
- LEDs placement problem
- Marine predator algorithm
- Optimization
- Visible light communications
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