Power Allocation with Meta-heuristic Algorithms for Indoor MIMO-NOMA Based VLC Systems
Visible light communication (VLC) is a form of short-range wireless optical communication that uses light in the visible band for both communication and illumination. The limited switching frequencies of light-emitting diodes (LEDs), which are mostly preferred as transmitters in VLC systems, adverse...
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| Vydané v: | Wireless personal communications Ročník 136; číslo 1; s. 617 - 630 |
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| Jazyk: | English |
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Springer US
01.05.2024
Springer Nature B.V |
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| ISSN: | 0929-6212, 1572-834X |
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| Abstract | Visible light communication (VLC) is a form of short-range wireless optical communication that uses light in the visible band for both communication and illumination. The limited switching frequencies of light-emitting diodes (LEDs), which are mostly preferred as transmitters in VLC systems, adversely affect the speed of communication. Non-orthogonal multiple access (NOMA) as an access method, and multiple-input multiple-output (MIMO) are used in VLC systems to raise the sum rate. Several methods have been proposed in the literature to determine needed power allocation coefficients for indoor MIMO-NOMA based VLC systems. In this study, meta-heuristic optimization algorithms are proposed to determine the power allocation coefficient that are subject to various constraints including fairness. The numeric results demonstrate the superiority of meta-heuristic methods over sum rate performance. In cases where the user signal strength values differ and the number of users increases, or in other words, the solution becomes more complex, the sum rate acquired by traditional methods reduces, whereas the sum rate using the suggested methods almost does not change and stays high. |
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| AbstractList | Visible light communication (VLC) is a form of short-range wireless optical communication that uses light in the visible band for both communication and illumination. The limited switching frequencies of light-emitting diodes (LEDs), which are mostly preferred as transmitters in VLC systems, adversely affect the speed of communication. Non-orthogonal multiple access (NOMA) as an access method, and multiple-input multiple-output (MIMO) are used in VLC systems to raise the sum rate. Several methods have been proposed in the literature to determine needed power allocation coefficients for indoor MIMO-NOMA based VLC systems. In this study, meta-heuristic optimization algorithms are proposed to determine the power allocation coefficient that are subject to various constraints including fairness. The numeric results demonstrate the superiority of meta-heuristic methods over sum rate performance. In cases where the user signal strength values differ and the number of users increases, or in other words, the solution becomes more complex, the sum rate acquired by traditional methods reduces, whereas the sum rate using the suggested methods almost does not change and stays high. |
| Author | Altunbas, Yasin Turk, Kadir |
| Author_xml | – sequence: 1 givenname: Yasin orcidid: 0000-0002-4258-3334 surname: Altunbas fullname: Altunbas, Yasin email: yasin.altunbas@erzincan.edu.tr organization: Department of Electrical and Electronics Engineering, Erzincan Binali Yildirim University – sequence: 2 givenname: Kadir surname: Turk fullname: Turk, Kadir organization: Department of Electrical and Electronics Engineering, Karadeniz Technical University |
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| Keywords | Multiple-input multiple-output (MIMO) Visible light communication (VLC) Meta-heuristic algorithm Non-orthogonal multiple access (NOMA) |
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Concept and practical considerations of non-orthogonal multiple access (noma) for future radio access. In: 2013 International Symposium on Intelligent Signal Processing and Communication Systems, pp. 770–774 . https://doi.org/10.1109/ISPACS.2013.6704653 Karaboga, D., & Akay, B.(2007). Artificial bee colony (abc) algorithm on training artificial neural networks. In: 2007 IEEE 15th Signal Processing and Communications Applications, pp. 1–4 . https://doi.org/10.1109/SIU.2007.4298679 LinBGhassemlooyZTangXLiYZhangMExperimental demonstration of optical MIMO NOMA-VLC with single carrier transmissionOptics Communications2017402525510.1016/j.optcom.2017.05.069 MarshoudHKapinasVMKaragiannidisGKMuhaidatSNon-orthogonal multiple access for visible light communicationsIEEE Photonics Technology Letters2016281515410.1109/lpt.2015.2479600 Al-AhmadiSMaraqaOUysalMSaitSMMulti-user visible light communications: State-of-the-art and future directionsIEEE Access20186705557057110.1109/access.2018.2879885 LeeKParkHBarryJRIndoor channel characteristics for visible light communicationsIEEE Communications Letters201115221721910.1109/lcomm.2011.010411.101945 ChengM-YPrayogoDSymbiotic organisms search: A new metaheuristic optimization algorithmComputers & Structures20141399811210.1016/j.compstruc.2014.03.007 ChenCZhongW-DYangHDuPOn the performance of MIMO-NOMA-based visible light communication systemsIEEE Photonics Technology Letters201830430731010.1109/lpt.2017.2785964 ZhangXGaoQGongCXuZUser grouping and power allocation for NOMA visible light communication multi-cell networksIEEE Communications Letters201721477778010.1109/lcomm.2016.2642921 YangZXuWLiYFair non-orthogonal multiple access for visible light communication downlinksIEEE Wireless Communications Letters201610.1109/lwc.2016.2631471 YuvarajNKarthikeyanTPraghashKAn improved task allocation scheme in serverless computing using gray wolf optimization (gwo) based reinforcement learning (ril) approachWireless Personal Communications202011732403242110.1007/s11277-020-07981-0 MoosaviSHSBardsiriVKSatin bowerbird optimizer: A new optimization algorithm to optimize ANFIS for software development effort estimationEngineering Applications of Artificial Intelligence20176011510.1016/j.engappai.2017.01.006 Kennedy, J., & Eberhart, R. Particle swarm optimization. In: Proceedings of ICNN’95 - International Conference on Neural Networks. IEEE. https://doi.org/10.1109/icnn.1995.488968 FengLHuRQWangJXuPQianYApplying VLC in 5g networks: Architectures and key technologiesIEEE Network2016306778310.1109/mnet.2016.1500236rp ErgulODincEAkanOBCommunicate to illuminate: State-of-the-art and research challenges for visible light communicationsPhysical Communication201517728510.1016/j.phycom.2015.08.003 Manglayev, T., Kizilirmak, R.C., Kho, Y.H.(2016). Optimum power allocation for non-orthogonal multiple access (noma). In: 2016 IEEE 10th International Conference on Application of Information and Communication Technologies (AICT), pp. 1–4 . https://doi.org/10.1109/icaict.2016.7991730 Albayrak, C., & Turk, K.(2017). Rate adaptive system for visible light communications. In: 2017 40th International Conference on Telecommunications and Signal Processing (TSP), pp. 200–203 . https://doi.org/10.1109/TSP.2017.8075968 CaiYQinZCuiFLiGYMcCannJAModulation and multiple access for 5g networksIEEE Communications Surveys & Tutorials201820162964610.1109/comst.2017.2766698 AnnepuVRajeshAImplementation of an efficient artificial bee colony algorithm for node localization in unmanned aerial vehicle assisted wireless sensor networksWireless Personal Communications202011432663268010.1007/s11277-020-07496-8 GhassemlooyZAlvesLNZvanovecSKhalighiM-AVisible Light Communications: Theory and Applications2017S.lCRC PRESS10.1201/9781315367330 V Annepu (11340_CR25) 2020; 114 X Zhang (11340_CR14) 2017; 21 H Shen (11340_CR15) 2017; 2 S Al-Ahmadi (11340_CR11) 2018; 6 Z Yang (11340_CR13) 2016 S Wu (11340_CR6) 2014; 28 11340_CR19 Z Ghassemlooy (11340_CR1) 2017 M Ahsan (11340_CR4) 2016; 30 C Chen (11340_CR21) 2016; 9 11340_CR22 C Albayrak (11340_CR8) 2020; 40 M-Y Cheng (11340_CR26) 2014; 139 R Storn (11340_CR28) 1997; 11 L Feng (11340_CR7) 2016; 30 B Lin (11340_CR16) 2017; 402 SHS Moosavi (11340_CR27) 2017; 60 11340_CR23 11340_CR24 H Marshoud (11340_CR9) 2016; 28 S Timotheou (11340_CR12) 2015; 22 C Chen (11340_CR17) 2018; 30 N Chi (11340_CR5) 2020; 15 K Lee (11340_CR20) 2011; 15 11340_CR10 M Mostafavi (11340_CR30) 2015; 62 O Ergul (11340_CR3) 2015; 17 N Yuvaraj (11340_CR29) 2020; 117 A Zukauskas (11340_CR2) 2014; 6 Y Cai (11340_CR18) 2018; 20 |
| References_xml | – reference: AlbayrakCTurkKTugcuEYazganASeamless rate adaptation for indoor visible light communication without CSI at the transmitterPhysical Communication20204010.1016/j.phycom.2020.101071 – reference: LinBGhassemlooyZTangXLiYZhangMExperimental demonstration of optical MIMO NOMA-VLC with single carrier transmissionOptics Communications2017402525510.1016/j.optcom.2017.05.069 – reference: LeeKParkHBarryJRIndoor channel characteristics for visible light communicationsIEEE Communications Letters201115221721910.1109/lcomm.2011.010411.101945 – reference: GhassemlooyZAlvesLNZvanovecSKhalighiM-AVisible Light Communications: Theory and Applications2017S.lCRC PRESS10.1201/9781315367330 – reference: Manglayev, T., Kizilirmak, R.C., Kho, Y.H.(2016). Optimum power allocation for non-orthogonal multiple access (noma). 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| SubjectTerms | Algorithms Communication Communications Engineering Computer Communication Networks Data transmission Engineering Heuristic Heuristic methods Light emitting diodes Methods MIMO communication Networks Noise Nonorthogonal multiple access Optimization algorithms Performance evaluation Radiation Radio frequency Signal strength Signal,Image and Speech Processing Transmitters Wireless communications |
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