Abstract
This paper studies the performance of an Internet of Things (IoT) network with hybrid visible light communication (VLC)–radio frequency (RF) connectivity and energy harvesting (EH). The considered hybrid network architecture can be adopted for various IoT applications where communications and energy harvesting using a single wireless technology is either infeasible or inefficient. The system performance is analyzed in term of outage probability where the exact closed-form expression is derived. The system performance is shown for various system parameters such as light emitting diode (LED) power, RF transmission power, power sharing factor, and data rate. The obtained analytical results are also verified through Monte Carlo simulation for various operating scenarios. The obtained results show that the optimum harvesting time may broadly vary based on the adopted system parameters.
Similar content being viewed by others
Data availability
Data sharing not applicable to this article as no data-sets were generated or analysed during the current study.
References
Behmann, F., & Wu, K. (2015). Collaborative internet of things (C-IoT): For future smart connected life and business (1st ed.). New Jersey: John Wiley & Sons Ltd.
Ghosh, N., Chandra, S., Sachidananda, V., & Elovici, Y. (2019). Softauthz: A context-aware, behavior-based authorization framework for home iot. IEEE Internet of Things Journal, 6(6), 10 773-10 785.
Farooq, M. O., Wheelock, I., & Pesch, D. (2020). Iot-connect: An interoperability framework for smart home communication protocols. IEEE Consumer Electronics Magazine, 9(1), 22–29.
Sharma, P. K., Jeong, Y. S., & Park, J. H. (2018). Eh-hl: Effective communication model by integrated eh-wsn and hybrid lifi/wifi for iot. IEEE Internet of Things Journal, 5(3), 1719–1726.
Guo, Y., Xiong, K., Lu, Y., Wang, D., Fan, P., & Letaief, K. B. (2021). Achievable information rate in hybrid vlc-rf networks with lighting energy harvesting. IEEE Transactions on Communications, 69(10), 6852–6864.
Peng, H., Li, Q., Pandharipande, A., Ge, X., & Zhang, J. (2021). End-to-end performance optimization of a dual-hop hybrid vlc/rf iot system based on slipt. IEEE Internet of Things Journal, 8(24), 17 356-17 371.
Zhang, C., Ye, J., Pan, G., & Ding, Z. (2018). Cooperative hybrid vlc-rf systems with spatially random terminals. IEEE Transactions on Communications, 66(12), 6396–6408.
Al-Jarrah, M. A., Yaseen, M. A., Al-Dweik, A., Dobre, O. A., & Alsusa, E. (2020). Decision fusion for iot-based wireless sensor networks. IEEE Internet of Things Journal, 7(2), 1313–1326.
Chae, S. H., Jeong, C., & Lim, S. H. (2018). Simultaneous wireless information and power transfer for internet of things sensor networks. IEEE Internet of Things Journal, 5(4), 2829–2843.
Li, Q., Feng, S., Pandharipande, A., Ge, X., Ni, Q., & Zhang, J. (2017). Wireless-powered cooperative multi-relay systems with relay selection. IEEE Access, 5, 19 058-19 071.
Prasad, R. V., Devasenapathy, S., Rao, V. S., & Vazifehdan, J. (2014). Reincarnation in the ambiance: Devices and networks with energy harvesting. IEEE Communications Surveys & Tutorials, 16(1), 195–213.
Ku, M. L., Li, W., Chen, Y., & Liu, K. J. R. (2016). Advances in energy harvesting communications: Past, present, and future challenges. IEEE Communications Surveys & Tutorials, 18(2), 1384–1412.
Pan, G., Diamantoulakis, P. D., Ma, Z., Ding, Z., & Karagiannidis, G. K. (2019). Simultaneous lightwave information and power transfer: Policies, techniques, and future directions. IEEE Access, 7, 28 250-28 257.
Clerckx, B., Huang, K., Varshney, L. R., Ulukus, S., & Alouini, M. S. (2021). Wireless power transfer for future networks: Signal processing, machine learning, computing, and sensing. IEEE Journal of Selected Topics in Signal Processing, 15(5), 1060–1094.
Han, Y., Pandharipande, A., & Ting, S. H. (2009). Cooperative decode-and-forward relaying for secondary spectrum access. IEEE Transactions on Wireless Communications, 8(10), 4945–4950.
Goldsmith, A., Jafar, S. A., Maric, I., & Srinivasa, S. (2009). Breaking spectrum gridlock with cognitive radios: an information theoretic perspective. In Proceedings of the IEEE (vol. 97(5), pp. 894–914).
Rallis, K. G., Papanikolaou, V. K., Diamantoulakis, P. D., Tegos, S. A., Dowhuszko, A. A., Khalighi, M.-A., & Karagiannidis, G. K. (2023). Energy efficient cooperative communications in aggregated VLC/RF networks with NOMA. IEEE Transactions on Communications, 1–12.
Ye, Y., Shi, L., Chu, X., Zhang, H., & Lu, G. (2019). On the outage performance of swipt-based three-step two-way df relay networks. IEEE Transactions on Vehicular Technology, 68(3), 3016–3021.
Shi, L., Ye, Y., Hu, R. Q., & Zhang, H. (2019). System outage performance for three-step two-way energy harvesting df relaying. IEEE Transactions on Vehicular Technology, 68(4), 3600–3612.
Gurjar, D. S., Nguyen, H. H., & Tuan, H. D. (2019). Wireless information and power transfer for iot applications in overlay cognitive radio networks. IEEE Internet of Things Journal, 6(2), 3257–3270.
Rakia, T., Yang, H., Gebali, F., & Alouini, M. S. (2016). Optimal design of dual-hop vlc/rf communication system with energy harvesting. IEEE Communications Letters, 20(10), 1979–1982.
Xiao, Y., Diamantoulakis, P. D., Fang, Z., Ma, Z., Hao, L., & Karagiannidis, G. K. (2020). Hybrid lightwave/rf cooperative noma networks. IEEE Transactions on Wireless Communications, 19(2), 1154–1166.
Nauryzbayev, G., Abdallah, M., & Al-Dhahir, N. (2020). Outage analysis of cognitive electric vehicular networks over mixed rf/vlc channels. IEEE Transactions on Cognitive Communications and Networking, 6(3), 1096–1107.
Obeed, M., Dahrouj, H., Salhab, A. M., Zummo, S. A., & Alouini, M. S. (2021). User pairing, link selection, and power allocation for cooperative noma hybrid vlc/rf systems. IEEE Transactions on Wireless Communications, 20(3), 1785–1800.
Xiao, Y., Diamantoulakis, P. D., Fang, Z., Hao, L., Ma, Z., & Karagiannidis, G. K. (2021). Cooperative hybrid vlc/rf systems with slipt. IEEE Transactions on Communications, 69(4), 2532–2545.
Raj, R., & Dixit, A. (2021). Outage analysis and reliability enhancement of hybrid vlc-rf networks using cooperative non-orthogonal multiple access. IEEE Transactions on Network and Service Management, 18(4), 4685–4696.
Jian, Y.-H., Wang, C.-C., Chow, C.-W., Gunawan, W. H., Wei, T.-C., Liu, Y., & Yeh, C.-H. (2023). Optical beam steerable orthogonal frequency division multiplexing (OFDM) non-orthogonal multiple access (NOMA) visible light communication using spatial-light modulator based reconfigurable intelligent surface. IEEE Photonics Journal, 15(4), 1–8.
Boshkovska, E., Ng, D. W. K., Zlatanov, N., & Schober, R. (2015). Practical non-linear energy harvesting model and resource allocation for swipt systems. IEEE Communications Letters, 19(12), 2082–2085.
Kang, J.-M., Kim, I.-M., & Kim, D. I. (2019). Joint tx power allocation and rx power splitting for swipt system with multiple nonlinear energy harvesting circuits. IEEE Wireless Communications Letters, 8(1), 53–56.
Gradshteyn, I. S., & Ryzhik, I. M. (2007). Table of integrals, series, and products (7th ed.). New York: Academic Press.
Ghosh, S., & Alouini, M.-S. (2022). On the performance optimization of two-way hybrid vlc/rf-based iot system over cellular spectrum. IEEE Internet of Things Journal, 9(21), 21 204-21 213.
Lim, B., Nam, S. S., Ko, Y. C., & Alouini, M. S. (2020). Outage analysis for downlink non-orthogonal multiple access (noma) with cdf-based scheduling. IEEE Wireless Communications Letters, 9(6), 822–825.
Funding
The author declares that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
Only SG contributed to the study conception and design. Material preparation and analysis were performed by SG.
Corresponding author
Ethics declarations
Conflict of interest
The author declares that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Ethical approval
It is hereby declared that the manuscript (in part or full) has not yet been submitted nor under consideration anywhere else for possible publication.
Consent to participate
Not applicable.
Consent to publish
Not applicable.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendices
Appendix I: Proof of (25)
Appendix II: Proof of (26)
Glossary
- AWGN:
-
Additive white Gaussian noise
- CCR:
-
Cooperative CR
- CCRNCCR:
-
Network
- CDF:
-
Cumulative distribution function
- CHD:
-
Cluster head
- CR:
-
Cognitive radio
- DC:
-
Direct current
- DF:
-
Decode-and-forward
- EH:
-
Energy harvesting
- FoV:
-
Field-of-view
- HAN:
-
Home area network
- IoD:
-
IoT device
- IoT:
-
Internet of Things
- LED:
-
Light emitting diode
- Li-Fi:
-
Light fidelity
- LS:
-
Local server
- MAC:
-
Multiple access
- MS:
-
Master server
- NOMA:
-
Non-orthogonal multiple access
- OAP:
-
Optical access point
- PDF:
-
Probability density function
- PS:
-
Power splitting
- PSIC:
-
Perfect self-interference cancellation
- PT:
-
Power transmitter
- QoS:
-
Quality-of-service
- RF:
-
Radio frequency
- SE:
-
Spectrum efficiency
- SINR:
-
Signal-to-interference-ratio
- SLIPT:
-
Simultaneous light-wave information and power transfer
- SNR:
-
Signal-to-noise ratio
- TS:
-
Time switching
- VLC:
-
Visible light communication
- WPT:
-
Wireless power transfer
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Ghosh, S. Outage analysis of hybrid VLC–RF system for IoT application under energy harvesting. Telecommun Syst 84, 387–397 (2023). https://doi.org/10.1007/s11235-023-01054-w
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11235-023-01054-w