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  5. A Novel Method of Combining Decision Making and Optimization for LiFi Resource Allocation
 
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A Novel Method of Combining Decision Making and Optimization for LiFi Resource Allocation

Author(s)
Ji, Han  
Wu, Xiping  
Uri
http://hdl.handle.net/10197/26377
Date Issued
2022-12-08
Date Available
2024-07-01T14:51:32Z
Abstract
Light fidelity (LiFi) is a promising wireless communication technology which can be integrated into existing lighting infrastructure, fulfilling illumination and communication requirements simultaneously. Due to the relatively small coverage area of LiFi with a single access point (AP), a number of LiFi APs are usually needed to provide coverage. However, joint access point selection and resource allocation then become challenging. This issue is mainly tackled using optimization, iteration, and decision making methods. However, the current literature fail to balance the complexity and optimality well. In this paper, a novel approach that combines decision making and optimization is proposed to provide a better trade-off between optimality and complexity. Specifically, a distributed optimization is integrated into the decision making process of fuzzy logic, which is adopted to classify the user based on their channel quality and throughput requirements. Simulation results show that the mixed method can reach the near-optimal achievable throughput, reducing runtime by more than 3 orders of magnitude compared with the global optimization benchmark. Besides, the proposed method is capable of saving up to 72% runtime compared with iteration based benchmark.
Other Sponsorship
China Scholarship Council
Type of Material
Conference Publication
Publisher
IEEE
Copyright (Published Version)
2022 IEEE
Subjects

Light fidelity

LiFi

Load balancing

Fuzzy logic

Resource allocation

DOI
10.1109/GCWkshps56602.2022.10008488
Web versions
https://globecom2022.ieee-globecom.org/authors/call-workshop-papers
Language
English
Status of Item
Peer reviewed
Conference Details
The 2022 IEEE Globecom Workshops (GC Wkshps): 3rd Workshop on Network Management for 6G Communication Systems (NetMan6G), Rio de Janeiro, Brazil, 4-8 Deceber 2022
ISBN
978-1-6654-5975-4
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
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Globecom2022_Final_Manuscript.pdf

Size

458.32 KB

Format

Adobe PDF

Checksum (MD5)

085bf7a916f52c093f3a2560a3a45d08

Owning collection
Electrical and Electronic Engineering Research Collection

Item descriptive metadata is released under a CC-0 (public domain) license: https://creativecommons.org/public-domain/cc0/.
All other content is subject to copyright.

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