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Research Articles

Machine Learning Enabled Dynamic Spectrum Access for 6G Wireless Networks

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References

  • Agarwal, P., Kumar, A., & Yamaguchi, R. S. (2022). Preserving operation frequency privacy of incumbents in CBRS. IEEE Access, 10, 111022–111041. https://doi.org/10.1109/ACCESS.2021.3120718
  • Challita, U., Dong, L., & Saad, W. (2017, May). Deep learning for proactive resource allocation in LTE-U networks. In Proceedings of the 23rd European Wireless Conference (p. 16). IEEE. https://ieeexplore.ieee.org/document/8011311
  • Chan, S. (2017). A MAC protocol for full duplex cellular networks. Procedia Computer Science, 109, 140–147. https://doi.org/10.1016/j.procs.2017.05.308
  • Chen, Y., Liu, Y., Zeng, M., Saleem, U., Lu, Z., Wen, X., Jin, D., Han, Z., Jiang, T., & Li, Y. (2021). Reinforcement learning meets wireless networks: A layering perspective. IEEE Internet of Things Journal, 8(1), 85–111. https://doi.org/10.1109/JIOT.2020.3025365
  • Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update, 2017–2022. (2019). Cisco Systems, White Paper.
  • Daraseliya, A., Korshykov, M., Sopin, E., Moltchanov, D., Andreev, S., & Samouylov, K. (2021). Coexistence analysis of 5G NR unlicensed and WiGig in millimeter-wave spectrum. IEEE Transactions on Vehicular Technology, 70(11), 11721–11735. https://doi.org/10.1109/TVT.2021.3113617
  • Evolved Universal Terrestrial Radio Access (E-UTRA); Physical layer procedures (2019) (Release 15 3GPP TS 36.213 V15.6.0).
  • Ghafoor, S., Boujnah, N., Rehmani, M. H., & Davy, A. (2020). MAC protocols for terahertz communication: A comprehensive survey. IEEE Communications Surveys & Tutorials, 22(4), 2236–2282. https://doi.org/10.1109/COMST.2020.3017393
  • IEEE Standard for Information Technology. (2016). Part 11: Wireless LAN medium access control (MAC) and physical layer (PHY) specifications. IEEE Standard, 802(11), 1–23534.
  • Islam, M. Z., O’Hara, J. F., Shadoan, D., Ibrahim, M., & Ekin, S. (2021). TV white space based wireless broadband internet connectivity: A case study with implementation details and performance analysis. IEEE Open Journal of the Communications Society, 2, 2449–2462. https://doi.org/10.1109/OJCOMS.2021.3123939
  • ITU-R M.2370-0, IMT traffic estimates for the years 2020 to 2030. International Telecommunication Union (2015).
  • Iyer, S. (2022). Performance analysis of a dynamic spectrum assignment technique for 6G wireless system. IETE Journal of Research, 1–9. https://doi.org/10.1080/03772063.2022.2048705
  • Patil, A., Iyer, S., & Pandya, R. J. (2022) Machine learning algorithms for 6G wireless networks: A survey. information security practices for the internet of things, 5G, and next-generation wireless networks, IGI Global. https://doi.org/10.4018/978-1-6684-3921-0.ch003.
  • Iyer, S., Patil, A., Bhairanatti, S., Halagatti, S., & Pandya, R. J. (2022). A survey on technological trends to enhance spectrum efficiency in 6G communications. Transactions of the Indian National Academy of Engineering, 7(4), 1093–1120.
  • Kamiya, T., & Takahashi, T. (2022). Softsatisficing: Risk-sensitive softmax action selection. Biosystems, 213, 104633. https://doi.org/10.1016/j.biosystems.2022.104633
  • Li, M., & Li, H. (2020). Application of deep neural network and deep reinforcement learning in wireless communication. PloS One, 15(7), e0235447. https://doi.org/10.1371/journal.pone.0235447
  • Maglogiannis, V., Naudts, D., Shahid, A., & Moerman, I. (2018). A Q-learning scheme for fair coexistence between LTE and Wi-Fi in unlicensed spectrum. IEEE Access, 6, 27278–27293. https://doi.org/10.1109/ACCESS.2018.2829492
  • Matinmikko-Blue, M., Yrjölä, S., & Ahokangas, P. (2020). Spectrum management in the 6G era: The role of regulation and spectrum sharing. In Proceedings of the 2nd 6G Wireless Summit (6G SUMMIT) (pp. 1–5). IEEE. https://ieeexplore.ieee.org/document/9083851
  • Mekuria, F., & Mfupe, L. (2019). Spectrum sharing for unlicensed 5G networks. In Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC-2019) (pp. 1–5).
  • Memon, S. K., Nisar, K., Hijazi, M. H. A., Chowdhry, B. S., Sodhro, A. H., Pirbhulal, S., & Rodrigues, J. P. C. (2021). A survey on 802.11 MAC industrial standards, architecture, security & supporting emergency traffic: Future directions. Journal of Industrial Information Integration, 24, 100225. https://doi.org/10.1016/j.jii.2021.100225
  • Mosleh, S., Ma, Y., Rezac, J. D., & Coder, J. B. (2020). Dynamic spectrum access with reinforcement learning for unlicensed access in 5G and beyond. In Proceedings of the IEEE 91st Vehicular Technology Conference (VTC2020-Spring) (pp. 1–7).
  • Naderializadeh, N., Sydir, J., Simsek, M., & Nikopour, H. (2020). Resource management in wireless networks via multi-agent deep reinforcement learning. In Proceedings of the IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) (pp. 1–5).
  • Nassef, O., Sun, W., Purmehdi, H., Tatipamula, M., & Mahmoodi, T. (2022). A survey: Distributed machine learning for 5G and beyond. Computer Networks, 207, 108820. https://doi.org/10.1016/j.comnet.2022.108820
  • Rajatheva, N., Atzeni I., Bicais S., Bjornson E., Bourdoux A., Buzzi S., D’Andrea C., Dore J.B., Erkucuk S., Fuentes M., Guan K., Hu Y., Huang X., Hulkkonen J., Miquel Jornet J., Katz M., Makki B., Nilsson R., Panayirci E., Rabie K., Rajapaksha N., Javad Salehi M., Sarieddeen H., Shahabuddin S., Svensson T., Tervo O., Tolli A., Wu Q., & Xu W. (2021). Scoring the terabit/s goal: Broadband connectivity in 6G. https://arxiv.org/abs/2008.07220
  • Rajatheva, N., Italo A., Björnson E., André B., Stefano B., Jean-Baptiste D., Erkucuk S., Fuentes M., Guan K., Hu Y., Huang X., Hulkkonen J., Jornet Josep M., Katz M., Nilsson R., Panayirci E., Rabie K., Rajapaksha N., Salehi Mohammad J., Sarieddeen H., Shahabuddin S., Svensson T., Tervo O., Tölli A., Wu Q., & Xu W. (2020). White paper on broadband connectivity in 6G. http://urn.fi/urn:isbn:9789526226798
  • Samsung. (2020). The Vision of 6G: Bring the next hyper-connected experience to every corner of life. Samsung, White Paper. https://news.samsung.com/global/samsungs-6g-white-paper-lays-out-the-companys-vision-for-the-next-generation-of-communications-technology
  • Tang, J., Wen, H., & Song, H. (2022). Physical layer authentication for 5G/6G millimeter wave communications by using channel sparsity. IET Communications, 16(3), 206–217. https://doi.org/10.1049/cmu2.12330
  • Vamvakas, P., Tsiropoulou, E. E., & Papavassiliou, S. (2019). Dynamic spectrum management in 5G wireless networks: A real-life modeling approach. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM) (pp. 2134–2142).
  • Wang, C. X., Huang, J., Wang, H., Gao, X., You, X., & Hao, Y. (2020). 6G Wireless channel measurements and models: Trends and challenges. IEEE Vehicular Technology Magazine, 15(4), 22–32. Dec https://doi.org/10.1109/MVT.2020.3018436
  • Wang, P., Di, B., & Song, L. (2020). Unlicensed spectrum sharing with WiGig in millimeter-wave cellular networks in 6G era. In Proceedings of the IEEE Global Communications Conference (GLOBECOM) (pp. 1–6).
  • Wang, S., Liu, H., Gomes, P. H., & Krishnamachari, B. (2018). Deep reinforcement learning for dynamic multichannel access in wireless networks. IEEE Transactions on Cognitive Communications and Networking, 4(2), 257–265. https://doi.org/10.1109/TCCN.2018.2809722
  • Yang, K., Shen, C., & Liu, T. (2020). Deep reinforcement learning based wireless network optimization: A comparative study. In Proceedings of the IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) (pp. 1248–1253).

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