Towards 6G Energy Sustainability: An Unmanned Aerial Vehicle Energy Efficiency Model in a Hybrid-Tier Heterogeneous Network
DOI:
https://doi.org/10.59573/emsj.7(6).2023.22Ключевые слова:
6G technology, Unmanned Aerial Network, Heterogenous Network, Satellite Network, Energy EfficiencyАннотация
Studies have shown that one of the major design principles of 6G technology is to achieve seamless heterogeneous network integration of space, air, ground, and sea. This study argues that the roles of satellites and unmanned aerial vehicles (UAV) cannot be underestimated in achieving such seamless connectivity within the 6G network. While few studies have focused on power control management centered around 5G technology, using a binary exponential algorithm, this approach was not sufficient to guarantee a step-by-step power control adjustment in UAV connection establishment. Hence, a modified power control factor that offers better step-by-step power control, along with a power regeneration algorithm, has been proposed for 6G technology. The regeneration algorithm developed is intended to regenerate one-fifth of the used UAV operation power for every 25 minutes of UAV operation. As such, numerical computations show an adaptable model to extend UAV power if needed, and this would greatly benefit the integration of upcoming 6G technology. The study further highlights some socio-economic implications of 6G technology and UAV power management that policymakers need to pay attention to.
Библиографические ссылки
Ajaegbu, C., Adetunji, O.O., Awodele, O., Ogunlere, S.O., & Kanu, R.U. (2019). Deployment of Drone Base Station in Designated Area of a Campus Network. Indian Journal of Science and Technology, 12(9). https://doi.org/10.17485/ijst/2019/v12i9/141133
Akhtar, M. W., Hassan, S. A., Ghaffar, R., Jung, H., Garg, S., & Hossain, M. S. (2020). The shift to 6G communications: vision and requirements. Human-centric Computing and Information Sciences, 10(53), 1-27.
Alcober, F. (2018). AI takes root, helping farmers identify diseased plants. Retrieved August 06, 2021, from https://www.blog.google/technology/ai/ai-takes-root-helping-farmers-identity-diseased-plants/?hl=tr-TR&%3Bskip_cache=false&skip_cache=false
Angus, S., Raschky, P., & Ackermann, K. (2020). How Novel Coronavirus (covid-19) is putting a Strain on Global Internet Networks. Retrieved August 06, 2021, from https://www2.monash.edu/impact/articles/economics/how-novel-coronavirus-covid-19-is-putting-a-strain-on-global-internet-networks/
Arakpogun, E. O., Elsahn, Z., Nyuur, R. B., & Olan, F. (2020). Threading the needle of the digital divide in Africa: The barriers and mitigations of infrastructure sharing. Technological Forecasting and Social Change, 161(120263), 1-13.
Arakpogun, E. O., Elsahn, Z., Olan, F., & Elsahn, F. (2021). Artificial Intelligence in Africa: Challenges and Opportunities. In A. Hamdan, A. E. Hassanien, A. Razzaque, & B. Alareeni (Eds.), The Fourth Industrial Revolution: Implementation of Artificial Intelligence for Growing Business Success (Vol. 935, pp. 375-388). Basingstoke: Springer Nature.
Arakpogun, E. O., Wanjiru, R., & Whalley, J. (2017). Impediments to the implementation of universal service funds in Africa – A cross-country comparative analysis. Telecommunications Policy, 41(7-8), 617-630.
Azari, M. M., Rosas, F., Chen, K.-C., & Pollin, S. (2018). Ultra-Reliable UAV Communication Using Altitude and Cooperation Diversity. IEEE Transactions on Communications, 66(1), 330–344. https://doi.org/10.1109/tcomm.2017.2746105
Bacco, M., Davoli, F., Giambene, G., Gotta, A., Luglio, M., Marchese, M., Patrone, F., & Roseti, C. (2019). Networking Challenges for Non-Terrestrial Networks Exploitation in 5G. Retrieved from: https://openportal.isti.cnr.it/data/2019/404819/2019_%20404819.preprint.pdf
Bhat, J.R., & Alqahtani, S.A. (2021). 6G Ecosystem: Current Status and Future Perspective. IEEE Access, 9(1). https://doi.org/10.1109/ACCESS.2021.3054833
Boero, L., Bruschi, R., Davoli, F., Marchese, M., & Patrone, F. (2018). Satellite Networking Integration in the 5G Ecosystem: Research Trends and Open Challenges. IEEE Network, 32(5), 9-15. https://doi.org/10.1109/MNET.2018.1800052
Courville, N., Bischl, H., Lutz, E., Svigelj, A., Chan, P.M., Papapetrou, E., & Asorey-Cacheda, R. (2007). Hybrid satellite/terrestrial networks: state of the art and future perspectives. IWSTI '07: QShine 2007 Workshop: Satellite/Terrestrial Interworking (pg. 1-7). https://doi.org/10.1145/1577776.1577777
Ehui, S. (2020). Protecting food security in Africa during COVID-19. Retrieved August 06, 2021, from https://www.brookings.edu/blog/africa-in-focus/2020/05/14/protecting-food-security-in-africa-during-covid-19/
Evans, B., Bousquet, M., & Maral, G. (2005). Integration of Satellite and Terrestrial Systems in Future Multimedia Communication. IEEE Wireless Communication, 12(5), 72–80. https://doi.org/10.1109/MWC.2005.1522108
Food and Agriculture Organization. (2019). The State of Food Security and Nutrition in the World 2019: Safeguarding Against Economic Slowdowns and Downturns. Rome: The Food and Agriculture Organization (FAO).
Fu, X., Ding, T., Kadoch, M., & Cheriet, M. (2020). Uplink Performance Analysis of UAV Cellular Communications with Power Control. 2020 International Wireless Communications and Mobile Computing (IWCMC) (pp. 676-679). IEEE. https://doi.org/10.1109/iwcmc48107.2020.91484
Fu, X., Ding, T., Peng, R., Liu, C., & Cheriet M. (2021). Joint UAV channel modeling and power control for 5G IoT networks. EURASIP Journal on Wireless Communications and Networking, 2021, 106. https://doi.org/10.1186/s13638-021-01988-2
Gawas, A. U. (2015). An Overview on Evolution of Mobile Wireless Communication Networks: 1G-6G. International Journal on Recent and Innovation Trends in Computing and Communication, 3(5), 3130-3133.
Hobday, L., & Sas, N. (2021, April 01). Coronavirus affecting internet speeds, as COVID-19 puts pressure on the network. Retrieved August 06, 2021, from https://www.abc.net.au/news/2020-04-01/coronavirus-internet-speeds-covid19-affects-data-downloads/12107334
Hu, J., Li, G., Bian, D., Shi, S., Ge, R., & Gou, L. (2020). Energy-efficient cooperative spectrum sensing in cognitive satellite terrestrial networks. IEEE Access, 8, 161396-161405. https://doi.org/10.1109/ACCESS.2020.3020846
Hydher, H., Jayakody, D.N.K., Hemachandra, K.T., & Samarasinghe, T. (2020). Intelligent UAV Deployment for a Disaster-Resilient Wireless Network. Sensors, 20(21), 6140. https://doi.org/10.3390/s20216140
Jou, B.T., Vidal, O., Cahill, J., Arnal, F., Houssin, J., Boutin, M., Chau, D.K., Liolis, K., & Sendra, S. D. (2018). Architecture Options for Satellite Integration into 5G Networks. 2018 European Conference on Networks and Communications (EuCNC): Wireless, Optical and Satellite Networks (WOS). IEEE. Retrieved from: https://www.researchgate.net/profile/Pouria-Sayyad-Khodashenas/publication/327423501_Architecture_Options_for_Satellite_Integration_into_5G_Networks/links/5b8e8914a6fdcc1ddd0d0953/Architecture-Options-for-Satellite-Integration-into-5G-Networks.pdf
Kapovits, A., Corici, M., Covaci, S., Geurtz, A., Gheorghe-Pop, I., Riemer, B., & Weber, A., (2016). Assessing satellite-terrestrial integration opportunities in the 5G environment. A business and technology-oriented whitepaper positioning satellite solution in the emerging 5G landscape. Retrieved from: https://artes.esa.int/sites/default/files/Whitepaper%20-%20Satellite_5G%20final.pdf
Khalili, H., Khodashenas, S., Guija, D., & Siddiqui, S. (2019). Introducing Terrestrial Satellite Resource Orchestration Layer. IEEE. Retrieved from: https://www.researchgate.net/profile/Pouria-Sayyad-Khodashenas/publication/334465473_Introducing_Terrestrial_Satellite_Resource_Orchestration_Layer/links/5d2c720c458515c11c31ac56/Introducing-Terrestrial-Satellite-Resource-Orchestration-Layer.pdf
Knight, W. (2017). Meet the Chinese Finance Giant That’s Secretly an AI Company. https://www.technologyreview.com/2017/06/16/151178/ant-financial-chinas-giant-of-mobile-payments-is-rethinking-finance-with-ai/
Kshetri, N. (2020). Artificial Intelligence in Developing Countries. IEEE Annals of the History of Computing, 22(4), 63-68.
Lee, D. (2018). Why Big Tech pays poor Kenyans to teach self-driving cars. Retrieved August 06, 2021, from https://www.bbc.co.uk/news/technology-46055595
Lee, Y. L., Qin, D., Wang, L. C., & Sim, G. H. (2020). 6G massive radio access networks: Key applications, requirements and challenges. IEEE Open Journal of Vehicular Technology, 2, 54-66. https://doi.org/10.1109/OJVT.2020.3044569
Li, T., Zhou, H., Luo, H., & Yu, S. (2017). SERvICE: A software defined framework for integrated space-terrestrial satellite communication. IEEE Transactions on Mobile Computing, 17(3), 703-716. https://doi.org/10.1109/TMC.2017.2732343
Li, X., Feng, W., Wang, J., Chen, Y., Ge, N., & Wang, C. X. (2020). Enabling 5G on the ocean: A hybrid satellite-UAV-terrestrial network solution. IEEE Wireless Communications, 27(6), 116-121. https://doi.org/10.1109/MWC.001.2000076
Li, Z., Wang, Y., Liu, M., Sun, R., Chen, Y., Yuan, J., & Li, J. (2019). Energy Efficient Resource Allocation for UAV-Assisted Space-Air-Ground Internet of Remote Things Networks. IEEE Access, 7, 145348–145362. https://doi.org/10.1109/access.2019.2945478
Liolis, K., Geurtz, A., Sperber, R., Schulz, D., Watts, S., Poziopoulou, G., ... & Chuberre, N. (2019). Use cases and scenarios of 5G integrated satellite‐terrestrial networks for enhanced mobile broadband: The SaT5G approach. International Journal of Satellite Communications and Networking, 37(2), 91-112. https://doi.org/10.1002/sat.1245
Liu, Q., Sarfraz, S., & Wang, S. (2020). An Overview of Key Technologies and Challenges of 6G. In X. Chen, H. Yan, Q. Yan, & X. Zhang (Eds.), Machine Learning for Cyber Security. ML4CS 2020. Lecture Notes in Computer Science (Vol. 12487, pp. 315-326). Basel: Springer, Cham.
Lu, X., Xiao, L., Dai, C., & Dia, H. (2020). UAV-Aided Cellular Communications with Deep Reinforcement Learning Against Jamming. IEEE Wireless Communication, 27(4), 48-53. https://doi.org/10.1109/MWC.001.1900207
Lu, Y., & Zheng, X. (2020). 6G: A survey on technologies, scenarios, challenges, and the related issues. Journal of Industrial Information Integration, 19, 100158. https://doi.org/10.1016/j.jii.2020.100158
Manning, R. A., Engelke, P., & Klein, S. (2018). The Global Innovation Sweepstakes. Washington, DC: The Scowcroft Center for Strategy and Security: The Atlantic Council of the United States.
Manzoor, A., Kim, D. H., & Hong, C. S. (2019). Energy Efficient Resource Allocation in UAV-based Heterogeneous Networks. 2019 20th Asia-Pacific Network Operations and Management Symposium (APNOMS). https://doi.org/10.23919/apnoms.2019.8892933
Marchese, M., Moheddine, A., & Patrone, F. (2019). IoT and UAV Integration in 5G Hybrid Terrestrial-Satellite Networks. Sensors, 19(17), 3704. https://doi.org/10.3390/s19173704
Marchese, M., Moheddine, A., & Patrone, F. (2020). UAV and Satellite Employment for the Internet of Things Use Case. 2020 IEEE Aerospace Conference. https://doi.org/10.1109/aero47225.2020.917270
OECD (2020). OECD Policy Responses to Coronavirus (COVID-19): Keeping the Internet up and running in times of crisis. Retrieved August 06, 2020, from https://www.oecd.org/coronavirus/policy-responses/keeping-the-internet-up-and-running-in-times-of-crisis-4017c4c9/
Oughton, E. J., & Jha, A. (2021). Supportive 5G Infrastructure Policies are Essential for Universal 6G: Assessment Using an Open-Source Techno-Economic Simulation Model Utilizing Remote Sensing. IEEE Access, 9, 101924-101945.
Saeed, N., Almorad, H., Dahrouj, H., Al-Naffouri, T. Y., Shamma, J. S., & Alouini, M. S. (2021). Point-to-point communication in integrated satellite-aerial 6G networks: State-of-the-art and future challenges. IEEE Open Journal of the Communications Society, 2, 1505-1525. https://doi.org/10.1109/OJCOMS.2021.3093110
Schwab, K. (2017). The Fourth Industrial Revolution. New York: Crown Business.
Sekander, S., Tabassum, H., & Hossain, E. (2018). Multi-Tier Drone Architecture for 5G/B5G Cellular Networks: Challenges, Trends, and Prospects. IEEE Communications Magazine, 56(3), 96–103. https://doi.org/10.1109/mcom.2018.1700666
Sekaran, R., Patan, R., Raveendran, A., Al-Turjman, F., Ramachandran, M., & Mostarda, L. (2020). Survival study on blockchain based 6G-enabled mobile edge computation for IoT automation. IEEE Access, 8, 143453-143463.
Shirotori, M., Wu, D., Antunes, B., & Valentine, V. (2021). COVID-19 shows need to close financial inclusion gender gap. Retrieved August 06, 2021, from https://unctad.org/news/covid-19-shows-need-close-financial-inclusion-gender-gap
Singh, A. P., Nigam, S., & Gupta, N. K. (2007). A Study of Next Generation Wireless Network 6G. Int. J. of Innovative Research in Computer and Communication Engineering, 4(1), 871-874.
Souter, D. (2021). Inside the Digital Society: Digital COVID - Looking back and forward. Retrieved August 04, 2021, from https://www.apc.org/en/blog/inside-digital-society-digital-covid-looking-back-and-forward
Tariq, F., Khandaker, M. R., Wong, K. K., Imran, M. A., Bennis, M., & Debbah, M. (2020). A speculative study on 6G. IEEE Wireless Communications, 27(4), 118-125. https://doi.org/10.1109/MWC.001.1900488
UNHDR. (2018). Human Development Indices and Indicators: 2018 Statistical Update. New York: United Nations Human Rights Council (UNHDR).
Verdone, R., & Mignardi, S. (2018). Joint Aerial-Terrestrial Resource Management in UAV-Aided Mobile Radio Networks. IEEE Network, 32(5), 70–75. https://doi.org/10.1109/mnet.2018.1800036
Wang, J., Jiang, C., Wei, Z., Pan, C., Zhang, H., & Ren, Y. (2018). Joint UAV hovering altitude and power control for space-air-ground IoT networks. IEEE Internet of Things Journal, 6(2), 1741-1753. https://doi.org/10.1109/JIOT.2018.2875493
World Bank. (2019, April 19). Financial Inclusion on the Rise, But Gaps Remain, Global Findex Database Shows. Retrieved August 06, 2021, from https://www.worldbank.org/en/news/press-release/2018/04/19/financial-inclusion-on-the-rise-but-gaps-remain-global-findex-database-shows
Xu, X., & Zeng, Y. (2019). Cellular-Connected UAV: Performance Analysis with 3D Antenna Modelling. IEEE International Conference on Communications Workshops (ICC Workshops). https://doi.org/10.1109/ICCW.2019.8756719
You, X., Wang, C.-X., Huang, J., Gao, X., Zhang, Z., Wang, M., … Liang, Y.-C. (2020). Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts. Science China Information Sciences, 64(1). https://doi.org/10.1007/s11432-020-2955-6
Zhen L., Kashif A., Yu K., Al-Otaibi Y.D., Foh C.H., and Xiao P., (2020). Energy-Efficient Random Access for LEO Satellite-Assited 6G Internet of Remote Things. IEEE Internet of things Journal, 8(7), 5114-5128. https://doi.org/10.1109/JIOT.2020.3030856
Ziegler, V., Viswanathan, H., Flinck, H., Hoffmann, M., Räisänen, V., & Hätönen, K. (2020). 6G architecture to connect the worlds. IEEE Access, 8, 173508-173520. https://doi.org/10.1109/ACCESS.2020.3025032
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