SIC-based Random Multiple Access Protocol: Fixed or Adaptive Approach
Abstract: Efficient data collection from a multitude of Internet of Things (IoT) devices is crucial for various applications, yet existing solutions often struggle with minimizing access delay and Age of Information (AoI), especially when managing multiple simultaneous transmissions and access strategies. This challenge becomes increasingly critical as IoT deployments continue to expand, demanding robust mechanisms for handling diverse traffic scenarios. In this study, we propose a novel approach leveraging Successive Interference Cancellation (SIC) based on adaptive and fixed parameter schemes to address these limitations. By analyzing both throughput and AoI along with access delay, we demonstrate the effectiveness of our adaptive approach compared to the fixed approach, particularly in scenarios featuring heavy and light traffic. Our findings highlight the pivotal role of adaptive approaches in optimizing data collection processes in IoT ecosystems, with a particular focus on minimizing access delay, AoI, and spectral efficiency.
- F. Guo, F. R. Yu, H. Zhang, X. Li, H. Ji, and V. C. M. Leung, “Enabling massive iot toward 6g: A comprehensive survey,” IEEE Internet of Things Journal, vol. 8, no. 15, pp. 11891–11915, 2021.
- L. Liu, E. G. Larsson, W. Yu, P. Popovski, C. Stefanovic, and E. de Carvalho, “Sparse signal processing for grant-free massive connectivity: A future paradigm for random access protocols in the internet of things,” IEEE Signal Processing Magazine, vol. 35, no. 5, pp. 88–99, 2018.
- Y. Saito, Y. Kishiyama, A. Benjebbour, T. Nakamura, A. Li, and K. Higuchi, “Non-orthogonal multiple access (noma) for cellular future radio access,” in 2013 IEEE 77th Vehicular Technology Conference (VTC Spring), pp. 1–5, 2013.
- L. Dai, B. Wang, Y. Yuan, S. Han, I. Chih-lin, and Z. Wang, “Non-orthogonal multiple access for 5g: solutions, challenges, opportunities, and future research trends,” IEEE Communications Magazine, vol. 53, pp. 74–81, Sep. 2015.
- Z. Ding, Y. Liu, J. Choi, Q. Sun, M. Elkashlan, I. Chih-Lin, and H. V. Poor, “Application of non-orthogonal multiple access in lte and 5g networks,” IEEE Communications Magazine, vol. 55, no. 2, pp. 185–191, 2017.
- A. Emir, F. Kara, H. Kaya, and H. Yanikomeroglu, “Deepmud: Multi-user detection for uplink grant-free noma iot networks via deep learning,” IEEE Wireless Communications Letters, vol. 10, no. 5, pp. 1133–1137, 2021.
- M. Fayaz, W. Yi, Y. Liu, and A. Nallanathan, “Transmit power pool design for grant-free noma-iot networks via deep reinforcement learning,” IEEE Transactions on Wireless Communications, vol. 20, no. 11, pp. 7626–7641, 2021.
- A. Zanella and M. Zorzi, “Theoretical analysis of the capture probability in wireless systems with multiple packet reception capabilities,” IEEE Transactions on Communications, vol. 60, no. 4, pp. 1058–1071, 2012.
- A. B. Abdul Razzaque, H. K. Qureshi, and A. Baiocchi, “Low vs high spectral efficiency communications with sic and random access,” in 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks (PEMWN), pp. 1–6, 2022.
- Y. Li and L. Dai, “Maximum Sum Rate of Slotted Aloha With Successive Interference Cancellation,” IEEE Transactions on Communications, vol. 66, no. 11, pp. 5385–5400, 2018.
- A. Shashin, A. Belogaev, A. Krasilov, and E. Khorov, “Adaptive parameters selection for uplink grant-free urllc transmission in 5g systems,” Computer Networks, vol. 222, p. 109527, 2023.
- A. Gizik, O. A. Sensoy, and E. Masazade, “Enhanced dynamic scheduling for uplink latency reduction in broadband volte systems,” in 2021 55th Asilomar Conference on Signals, Systems, and Computers, pp. 13–17, 2021.
- S.-W. Jeon and H. Jin, “Online estimation and adaptation for random access with successive interference cancellation,” IEEE Transactions on Mobile Computing, vol. 22, no. 9, pp. 5418–5433, 2023.
- B. Razzaque, “Grant-free transmissions based on successive interference cancellation in IoT,” 35th International Teletraffic Congress (ITC-35), pp. 1– 9, 2023.
- B. Razzaque, Qureshi, “The role of sic on the design of next generation multiple access,” Annals of Telecommunications, 2023.
- A. Baiocchi, I. Turcanu, and A. Vinel, “To buffer or not to buffer: Ieee 802.11p/bd performance under different buffering strategies,” in 2021 33th International Teletraffic Congress (ITC-33), pp. 1–9, 2021.
- A. Baiocchi and A. Razzaque, “Asymptotic analysis of sum-rate under sic,” 2024.
- A. Baiocchi and A. Razzaque, “Multiple random access with sic receiver. part ii: Analysis of an optimized adaptive multiple access scheme,” tech. rep., University of Rome Sapienza, DIET, 2024.
- R. D. Yates, Y. Sun, D. R. Brown, S. K. Kaul, E. Modiano, and S. Ulukus, “Age of information: An introduction and survey,” IEEE Journal on Selected Areas in Communications, vol. 39, no. 5, pp. 1183–1210, 2021.
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