Performance Analysis of Integrated Sensing and Communication Networks with Blockage Effects
Abstract: Communication-sensing integration represents an up-and-coming area of research, enabling wireless networks to simultaneously perform communication and sensing tasks. However, in urban cellular networks, the blockage of buildings results in a complex signal propagation environment, affecting the performance analysis of integrated sensing and communication (ISAC) networks. To overcome this obstacle, this paper constructs a comprehensive framework considering building blockage and employs a distance-correlated blockage model to analyze interference from line of sight (LoS), non-line of sight (NLoS), and target reflection cascading (TRC) links. Using stochastic geometric theory, expressions for signal-to-interference-plus-noise ratio (SINR) and coverage probability for communication and sensing in the presence of blockage are derived, allowing for a comprehensive comparison under the same parameters. The research findings indicate that blockage can positively impact coverage, especially in enhancing communication performance. The analysis also suggests that there exists an optimal base station (BS) density when blockage is of the same order of magnitude as the BS density, maximizing communication or sensing coverage probability.
- F. Liu, Y. Cui, C. Masouros, J. Xu, T. X. Han, Y. C. Eldar, and S. Buzzi, “Integrated Sensing and Communications: Toward Dual-Functional Wireless Networks for 6G and Beyond,” IEEE J. Sel. Areas Commun., vol. 40, no. 6, pp. 1728–1767, Jun. 2022.
- C.-X. Wang, X. You, X. Gao, X. Zhu, Z. Li, C. Zhang, H. Wang, Y. Huang, Y. Chen, H. Haas, J. S. Thompson, E. G. Larsson, M. D. Renzo, W. Tong, P. Zhu, X. Shen, H. V. Poor, and L. Hanzo, “On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds,” IEEE Commun. Surv. Tutor., vol. 25, no. 2, pp. 905–974, Feb. 2023.
- Z. Sun, S. Yan, X. Zhang, and M. Peng, “Modeling and Quantitative Analysis of Motion Detection in CSI-Based Sensing,” IEEE Commun. Lett., vol. 26, no. 11, pp. 2809–2813, Nov. 2022.
- Y. Huang, J. Yang, W. Tang, C.-K. Wen, S. Xia, and S. Jin, “Joint Localization and Environment Sensing by Harnessing NLOS Components in RIS-Aided mmWave Communication Systems,” IEEE Trans. Wirel. Commun., vol. 22, no. 12, pp. 8797–8813, Dec. 2023.
- X. Tong, Z. Zhang, Y. Zhang, Z. Yang, C. Huang, K.-K. Wong, and M. Debbah, “Environment Sensing Considering the Occlusion Effect: A Multi-View Approach,” IEEE Trans. Signal Process., vol. 70, pp. 3598–3615, Jun. 2022.
- F. Liu, C. Masouros, A. P. Petropulu, H. Griffiths, and L. Hanzo, “Joint Radar and Communication Design: Applications, State-of-the-Art, and the Road Ahead,” IEEE Trans. Commun., vol. 68, no. 6, pp. 3834–3862, Jun. 2020.
- Y. Cui, F. Liu, X. Jing, and J. Mu, “Integrating Sensing and Communications for Ubiquitous IoT: Applications, Trends, and Challenges,” IEEE Netw., vol. 35, no. 5, pp. 158–167, Sep. 2021.
- X. Liu, T. Huang, N. Shlezinger, Y. Liu, J. Zhou, and Y. C. Eldar, “Joint Transmit Beamforming for Multiuser MIMO Communications and MIMO Radar,” IEEE Trans. Signal Process., vol. 68, pp. 3929–3944, Jun. 2020.
- Y. Zhong, T. Bi, J. Wang, J. Zeng, Y. Huang, T. Jiang, Q. Wu, and S. Wu, “Empowering the V2X Network by Integrated Sensing and Communications: Background, Design, Advances, and Opportunities,” IEEE Netw., vol. 36, no. 4, pp. 54–60, Jul. 2022.
- D. Wu, Y. Zeng, R. Gao, S. Li, Y. Li, R. C. Shah, H. Lu, and D. Zhang, “WiTraj: Robust Indoor Motion Tracking With WiFi Signals,” IEEE Trans. Mob. Comput., vol. 22, no. 5, pp. 3062–3078, May 2023.
- X. Li, J. He, Z. Yu, G. Wang, and P. Zhu, “Integrated Sensing and Communication in 6G: The Deterministic Channel Models for THz Imaging,” in 2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Sep. 2021, pp. 1–6.
- Y. Ma, Z. Yuan, S. Xia, G. Yu, and L. Hu, “Highly Efficient Waveform Design and Hybrid Duplex for Joint Communication and Sensing,” IEEE Internet Things J., vol. 10, no. 19, pp. 17 369–17 381, Oct. 2023.
- 3GPP, “Study on Integrated Sensing and Communication,” 3rd Generation Partnership Project (3GPP), Sophia Antipolis, France, Technical Specification (TS) 22.837, Mar. 2022.
- J. A. Zhang, M. L. Rahman, K. Wu, X. Huang, Y. J. Guo, S. Chen, and J. Yuan, “Enabling Joint Communication and Radar Sensing in Mobile Networks—A Survey,” IEEE Commun. Surv. Tutor., vol. 24, no. 1, pp. 306–345, Oct. 2021.
- L. Zheng, M. Lops, Y. C. Eldar, and X. Wang, “Radar and Communication Coexistence: An Overview: A Review of Recent Methods,” IEEE Signal Process. Mag., vol. 36, no. 5, pp. 85–99, Sep. 2019.
- A. R. Chiriyath, B. Paul, and D. W. Bliss, “Radar-Communications Convergence: Coexistence, Cooperation, and Co-Design,” IEEE Trans. Cogn. Commun. Netw., vol. 3, no. 1, pp. 1–12, Mar. 2017.
- C. Dou, N. Huang, Y. Wu, L. Qian, and T. Q. S. Quek, “Channel Sharing aided Integrated Sensing and Communication: An Energy-Efficient Sensing Scheduling Approach,” IEEE Trans. Wirel. Commun., pp. 1–15, Oct. 2023.
- G. Wu, Y. Fang, J. Xu, Z. Feng, and S. Cui, “Energy-Efficient MIMO Integrated Sensing and Communications With On-off Non-Transmission Power,” IEEE Internet Things J., pp. 1–16, Nov. 2023.
- J. A. Zhang, F. Liu, C. Masouros, R. W. Heath, Z. Feng, L. Zheng, and A. Petropulu, “An Overview of Signal Processing Techniques for Joint Communication and Radar Sensing,” IEEE J. Sel. Top. Signal Process., vol. 15, no. 6, pp. 1295–1315, Nov. 2021.
- A. Liu, Z. Huang, M. Li, Y. Wan, W. Li, T. X. Han, C. Liu, R. Du, D. K. P. Tan, J. Lu, Y. Shen, F. Colone, and K. Chetty, “A Survey on Fundamental Limits of Integrated Sensing and Communication,” IEEE Commun. Surv. Tutor., vol. 24, no. 2, pp. 994–1034, Feb. 2022.
- C. Li, N. Raymondi, B. Xia, and A. Sabharwal, “Outer Bounds for a Joint Communicating Radar (Comm-Radar): The Uplink Case,” IEEE Trans. Commun., vol. 70, no. 2, pp. 1197–1213, Nov. 2021.
- C. Ouyang, Y. Liu, and H. Yang, “Performance of Downlink and Uplink Integrated Sensing and Communications (ISAC) Systems,” IEEE Wirel. Commun. Lett., vol. 11, no. 9, pp. 1850–1854, Sep. 2022.
- Y. Xiong, F. Liu, Y. Cui, W. Yuan, T. X. Han, and G. Caire, “On the Fundamental Tradeoff of Integrated Sensing and Communications Under Gaussian Channels,” IEEE Trans. Inf. Theory, vol. 69, no. 9, pp. 5723–5751, Sep. 2023.
- Z. Xiao and Y. Zeng, “Waveform Design and Performance Analysis for Full-Duplex Integrated Sensing and Communication,” IEEE J. Sel. Areas Commun., vol. 40, no. 6, pp. 1823–1837, Jun. 2022.
- X. Cheng, D. Duan, S. Gao, and L. Yang, “Integrated Sensing and Communications (ISAC) for Vehicular Communication Networks (VCN),” IEEE Internet Things J., vol. 9, no. 23, pp. 23 441–23 451, Dec. 2022.
- K. Meng, C. Masouros, G. Chen, and F. Liu, “Network-Level Integrated Sensing and Communication: Interference Management and BS Coordination Using Stochastic Geometry,” arXiv:2311.09052v1 [cs.IT], Nov. 2023.
- Z. Wei, F. Liu, C. Masouros, N. Su, and A. P. Petropulu, “Toward Multi-Functional 6G Wireless Networks: Integrating Sensing, Communication, and Security,” IEEE Commun. Mag., vol. 60, no. 4, pp. 65–71, Apr. 2022.
- X. Liu, H. Zhang, K. Long, A. Nallanathan, and V. C. M. Leung, “Distributed Unsupervised Learning for Interference Management in Integrated Sensing and Communication Systems,” IEEE Trans. Wirel. Commun., vol. 22, no. 12, pp. 9301–9312, Dec. 2023.
- Y. Hmamouche, M. Benjillali, S. Saoudi, H. Yanikomeroglu, and M. D. Renzo, “New Trends in Stochastic Geometry for Wireless Networks: A Tutorial and Survey,” Proc. IEEE, vol. 109, no. 7, pp. 1200–1252, Jul. 2021.
- X. Zhang, M. Peng, and C. Liu, “Impacts of Antenna Downtilt and Backhaul Connectivity on the UAV-Enabled Heterogeneous Networks,” IEEE Trans. Wirel. Commun., vol. 22, no. 6, pp. 4057–4073, Jun. 2023.
- N. Okati, T. Riihonen, D. Korpi, I. Angervuori, and R. Wichman, “Downlink Coverage and Rate Analysis of Low Earth Orbit Satellite Constellations Using Stochastic Geometry,” IEEE Trans. Commun., vol. 68, no. 8, pp. 5120–5134, Aug. 2020.
- P. Ren, A. Munari, and M. Petrova, “Performance Tradeoffs of Joint Radar-Communication Networks,” IEEE Wirel. Commun. Lett., vol. 8, no. 1, pp. 165–168, Feb. 2019.
- N. R. Olson, J. G. Andrews, and R. W. Heath Jr, “Coverage and Capacity of Joint Communication and Sensing in Wireless Networks,” arXiv:2210.02289v1 [cs.IT], Oct. 2022.
- C. Skouroumounis, C. Psomas, and I. Krikidis, “FD-JCAS Techniques for mmWave HetNets: Ginibre Point Process Modeling and Analysis,” IEEE Trans. Mob. Comput., vol. 21, no. 12, pp. 4352–4366, Dec. 2022.
- H. Ma, Z. Wei, Z. Li, F. Ning, X. Chen, and Z. Feng, “Performance of Cooperative Detection in Joint Communication-Sensing Vehicular Network: A Data Analytic and Stochastic Geometry Approach,” IEEE Trans. Veh. Technol., vol. 72, no. 3, pp. 3848–3863, Mar. 2023.
- T. Bai, R. Vaze, and R. W. Heath, “Analysis of Blockage Effects on Urban Cellular Networks,” IEEE Trans. Wirel. Commun., vol. 13, no. 9, pp. 5070–5083, Sep. 2014.
- 3GPP, “Study on channel model for frequencies from 0.5 to 100 GHz,” 3rd Generation Partnership Project (3GPP), Technical Specification (TS) 38.901 Version 16.1.0 Release 16, Nov. 2020.
- J. G. Andrews, F. Baccelli, and R. K. Ganti, “A Tractable Approach to Coverage and Rate in Cellular Networks,” IEEE Trans. Commun., vol. 59, no. 11, pp. 3122–3134, Nov. 2011.
- S. Yan, M. Peng, and X. Cao, “A Game Theory Approach for Joint Access Selection and Resource Allocation in UAV Assisted IoT Communication Networks,” IEEE Internet Things J., vol. 6, no. 2, pp. 1663–1674, Apr. 2019.
- X. Yang and A. O. Fapojuwo, “Coverage Probability Analysis of Heterogeneous Cellular Networks in Rician/Rayleigh Fading Environments,” IEEE Commun. Lett., vol. 19, no. 7, pp. 1197–1200, Jul. 2015.
- P. Swerling, “Probability of detection for fluctuating targets,” IRE Trans. Inf. Theory, vol. 6, no. 2, pp. 269–308, Apr. 1960.
Paper Prompts
Sign up for free to create and run prompts on this paper using GPT-5.
Top Community Prompts
Collections
Sign up for free to add this paper to one or more collections.