Hybrid beamforming NOMA for mmWave half-duplex UAV relay-assisted B5G/6G IoT networks

Abstract Mobile wireless data collection in beyond 5G (B5G)/6G cellular internet of things (IoT) networks can be achieved by unmanned aerial vehicle (UAV) with high flexible mobility and low cost. In this paper, a half-duplex UAV relay is exploited to improve the achievable rate of downlink millimeter-wave (mmWave) massive multi-user multiple-input and multiple-output (MU-MIMO) networks. To improve the spectrum efficiency and mitigate the inter-beam interference, the hybrid beamforming (HB) designs of the base station (BS), the UAV and multiusers are taken into account simultaneously. To maximize the achievable rate from the BS to the multiusers, a two-stage design approach which tries to design the two stages jointly by avoiding the loss of information is proposed. Assuming multiusers are alignment in different beams, the strong effective channel-based non-orthogonal multiple access (NOMA) in the power domain is employed to assign power efficiently for each user, thereby increasing the number of users. Simulation results validate the proposed HB-NOMA approach can achieve good achievable rate performance in both uniform linear array and uniform planar array.

[1]  Hamid Jafarkhani,et al.  mmWave Amplify-and-Forward MIMO Relay Networks With Hybrid Precoding/Combining Design , 2019, IEEE Transactions on Wireless Communications.

[2]  Qixun Zhang,et al.  Spectrum Management for MmWave Enabled UAV Swarm Networks: Challenges and Opportunities , 2019, IEEE Communications Magazine.

[3]  R. Schober,et al.  Optimization of Multi-UAV-BS Aided Millimeter-Wave Massive MIMO Networks , 2020, GLOBECOM 2020 - 2020 IEEE Global Communications Conference.

[4]  Octavia A. Dobre,et al.  Hardware Impaired Ambient Backscatter NOMA Systems: Reliability and Security , 2020, IEEE Transactions on Communications.

[5]  Haipeng Yao,et al.  Resource Allocation for Multi-UAV Aided IoT NOMA Uplink Transmission Systems , 2019, IEEE Internet of Things Journal.

[6]  Jeffrey G. Andrews,et al.  Modeling and Analyzing Millimeter Wave Cellular Systems , 2016, IEEE Transactions on Communications.

[7]  Xiang-Gen Xia,et al.  Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications , 2017, IEEE Transactions on Wireless Communications.

[8]  Jie Yang,et al.  DSF-NOMA: UAV-Assisted Emergency Communication Technology in a Heterogeneous Internet of Things , 2019, IEEE Internet of Things Journal.

[9]  Derrick Wing Kwan Ng,et al.  Robust Resource Allocation for UAV Systems with UAV Jittering and User Location Uncertainty , 2018, 2018 IEEE Globecom Workshops (GC Wkshps).

[10]  Ronghui Hou,et al.  Location Information Assisted mmWave Hybrid Beamforming Scheme for 5G-Enabled UAVs , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[11]  Shi Jin,et al.  Beam Tracking for UAV Mounted SatCom on-the-Move With Massive Antenna Array , 2017, IEEE Journal on Selected Areas in Communications.

[12]  Wenfei Liu,et al.  Iterative hybrid precoder and combiner design for mmWave MIMO-OFDM systems , 2017, Wirel. Networks.

[13]  Mainak Adhikari,et al.  Stackelberg Game for Service Deployment of IoT-Enabled Applications in 6G-Aware Fog Networks , 2021, IEEE Internet of Things Journal.

[14]  Xiang-Gen Xia,et al.  Millimeter-Wave NOMA With User Grouping, Power Allocation and Hybrid Beamforming , 2019, IEEE Transactions on Wireless Communications.

[15]  Walid Saad,et al.  A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems , 2019, IEEE Network.

[16]  Xianglin Wei,et al.  Energy-Efficient UAV Deployment and Task Scheduling in Multi-UAV Edge Computing , 2020, 2020 International Conference on Wireless Communications and Signal Processing (WCSP).

[17]  Robert Schober,et al.  Millimeter-Wave Full-Duplex UAV Relay: Joint Positioning, Beamforming, and Power Control , 2020, IEEE Journal on Selected Areas in Communications.

[18]  Jie Gao,et al.  Sum-Rate Maximization With Minimum Power Consumption for MIMO DF Two-Way Relaying— Part I: Relay Optimization , 2013, IEEE Transactions on Signal Processing.

[19]  John S. Thompson,et al.  MIMO Configurations for Relay Channels: Theory and Practice , 2007, IEEE Transactions on Wireless Communications.

[20]  Haipeng Yao,et al.  Multi-UAV-Enabled Load-Balance Mobile-Edge Computing for IoT Networks , 2020, IEEE Internet of Things Journal.

[21]  Constantine A. Balanis,et al.  Antenna Theory: Analysis and Design , 1982 .

[22]  Huibin Wang,et al.  SIDR: A Swarm Intelligence-Based Damage-Resilient Mechanism for UAV Swarm Networks , 2020, IEEE Access.

[23]  Lu Wang,et al.  Multiple Access MmWave Design for UAV-Aided 5G Communications , 2019, IEEE Wireless Communications.

[24]  Robert W. Heath,et al.  Limited Feedback Hybrid Precoding for Multi-User Millimeter Wave Systems , 2014, IEEE Transactions on Wireless Communications.

[25]  Hong Wen,et al.  A Survey of Computational Intelligence for 6G: Key Technologies, Applications and Trends , 2021, IEEE Transactions on Industrial Informatics.

[26]  Derrick Wing Kwan Ng,et al.  Optimal 3D-Trajectory Design and Resource Allocation for Solar-Powered UAV Communication Systems , 2018, IEEE Transactions on Communications.

[27]  Xiang-Gen Xia,et al.  Enabling UAV cellular with millimeter-wave communication: potentials and approaches , 2016, IEEE Communications Magazine.

[28]  Jinho Choi,et al.  Coordinated Beamforming for UAV-Aided Millimeter-Wave Communications Using GPML-Based Channel Estimation , 2021, IEEE Transactions on Cognitive Communications and Networking.

[29]  Christos Masouros,et al.  Relay Hybrid Precoding Design in Millimeter-Wave Massive MIMO Systems , 2018, IEEE Transactions on Signal Processing.

[30]  Khaled M. Rabie,et al.  Near-Optimal Design for Hybrid Beamforming in mmWave Massive Multi-User MIMO Systems , 2020, IEEE Access.

[31]  Hamid Jafarkhani,et al.  Multi-User Analog Beamforming in Millimeter Wave MIMO Systems Based on Path Angle Information , 2019, IEEE Transactions on Wireless Communications.

[32]  Khaled M. Rabie,et al.  Dual-Iterative Hybrid Beamforming Design for Millimeter-Wave Massive Multi-User MIMO Systems With Sub-Connected Structure , 2020, IEEE Transactions on Vehicular Technology.

[33]  Jie Gao,et al.  Sum-Rate Maximization With Minimum Power Consumption for MIMO DF Two-Way Relaying— Part II: Network Optimization , 2012, IEEE Transactions on Signal Processing.

[34]  Hani Mehrpouyan,et al.  Impact of Beam Misalignment on Hybrid Beamforming NOMA for mmWave Communications , 2018, IEEE Transactions on Communications.

[35]  Lu Yang,et al.  Research Challenges and Opportunities of UAV Millimeter-Wave Communications , 2019, IEEE Wireless Communications.

[36]  Zhiguo Ding,et al.  Residual Transceiver Hardware Impairments on Cooperative NOMA Networks , 2020, IEEE Transactions on Wireless Communications.

[37]  Xianglin Wei,et al.  Joint Optimization of Energy Consumption and Delay in Cloud-to-Thing Continuum , 2019, IEEE Internet of Things Journal.

[38]  Jie Huang,et al.  Multi-Frequency mmWave Massive MIMO Channel Measurements and Characterization for 5G Wireless Communication Systems , 2017, IEEE Journal on Selected Areas in Communications.

[39]  H. Vincent Poor,et al.  Random Beamforming in Millimeter-Wave NOMA Networks , 2016, IEEE Access.

[40]  Danpu Liu,et al.  Hybrid Beamforming for Multi-User Massive MIMO Systems , 2018, IEEE Transactions on Communications.

[41]  Linglong Dai,et al.  On the Max-Min Fairness of Beamspace MIMO-NOMA , 2020, IEEE Transactions on Signal Processing.

[42]  Lin Bai,et al.  Unmanned Aerial Vehicle Base Station (UAV-BS) Deployment With Millimeter-Wave Beamforming , 2020, IEEE Internet of Things Journal.

[43]  SeungHwan Won,et al.  Performance Analysis of Hybrid Beamforming Precoders for Multiuser Millimeter Wave NOMA Systems , 2020, IEEE Transactions on Vehicular Technology.