Joint Trajectory and Hybrid Beamforming Design for Multi Antenna UAV Enabled Network

In this paper, we investigate the transmission design in a multi antenna unmanned aerial vehicle (UAV)-enabled network, where the flight trajectory and hybrid digital and analog beamforming (BF) of the UAV are jointly designed, for both the fully-connected structure and sub-connected structure. Our goal is to maximize the weighted sum rate for multiply ground users, subject to the transmit power and trajectory constraints. Due to the non-convex property of the formulated problem, we propose to linearize the objective by using a newly Lagrangian dual transform. Then, an alternating optimization (AO) method is proposed, where the digital BF can be obtained by utilizing the bisection search method, while the analog BF and the flight trajectory are handled by the alternating direction of multipliers method (ADMM) algorithm. Finally, simulation results verify the performance of the proposed algorithm.

[1]  Walid Saad,et al.  A Tutorial on UAVs for Wireless Networks: Applications, Challenges, and Open Problems , 2018, IEEE Communications Surveys & Tutorials.

[2]  Mugen Peng,et al.  Hybrid Precoding-Based Millimeter-Wave Massive MIMO-NOMA With Simultaneous Wireless Information and Power Transfer , 2018, IEEE Journal on Selected Areas in Communications.

[3]  Dusit Niyato,et al.  Joint Cache Placement, Flight Trajectory, and Transmission Power Optimization for Multi-UAV Assisted Wireless Networks , 2020, IEEE Transactions on Wireless Communications.

[4]  Wei Yu,et al.  Fractional Programming for Communication Systems—Part II: Uplink Scheduling via Matching , 2018, IEEE Transactions on Signal Processing.

[5]  Derrick Wing Kwan Ng,et al.  Secure Communication for Spatially Sparse Millimeter-Wave Massive MIMO Channels via Hybrid Precoding , 2019, IEEE Transactions on Communications.

[6]  Derrick Wing Kwan Ng,et al.  Robust Trajectory and Transmit Power Optimization for Secure UAV-Enabled Cognitive Radio Networks , 2020, IEEE Transactions on Communications.

[7]  Jun Li,et al.  UAV-Enabled Secure Communications: Joint Trajectory and Transmit Power Optimization , 2019, IEEE Transactions on Vehicular Technology.

[8]  Jie Xu,et al.  UAV-Enabled Wireless Power Transfer: Trajectory Design and Energy Optimization , 2017, IEEE Transactions on Wireless Communications.

[9]  Wei Yu,et al.  Fractional Programming for Communication Systems—Part I: Power Control and Beamforming , 2018, IEEE Transactions on Signal Processing.

[10]  Bin Li,et al.  UAV Communications for 5G and Beyond: Recent Advances and Future Trends , 2019, IEEE Internet of Things Journal.

[11]  Jun Zhang,et al.  Hybrid Beamforming for Millimeter Wave Systems Using the MMSE Criterion , 2019, IEEE Transactions on Communications.

[12]  Yang Wen,et al.  Energy-Efficient and Secure Air-to-Ground Communication With Jittering UAV , 2020, IEEE Transactions on Vehicular Technology.

[13]  Khaled Ben Letaief,et al.  Alternating Minimization Algorithms for Hybrid Precoding in Millimeter Wave MIMO Systems , 2016, IEEE Journal of Selected Topics in Signal Processing.

[14]  Symeon Chatzinotas,et al.  On the Energy-Efficiency of Hybrid Analog–Digital Transceivers for Single- and Multi-Carrier Large Antenna Array Systems , 2017, IEEE Journal on Selected Areas in Communications.

[15]  Baoqing Li,et al.  Joint Trajectory and Power Design for UAV-Enabled Secure Communications With No-Fly Zone Constraints , 2019, IEEE Access.

[16]  Qingqing Wu,et al.  Securing UAV Communications via Joint Trajectory and Power Control , 2018, IEEE Transactions on Wireless Communications.

[17]  Christos Masouros,et al.  Multi-UAV Deployment for Throughput Maximization in the Presence of Co-Channel Interference , 2021, IEEE Internet of Things Journal.

[18]  Qiang Li,et al.  Constant Modulus Secure Beamforming for Multicast Massive MIMO Wiretap Channels , 2020, IEEE Transactions on Information Forensics and Security.

[19]  Xiaodai Dong,et al.  A Framework on Hybrid MIMO Transceiver Design Based on Matrix-Monotonic Optimization , 2018, IEEE Transactions on Signal Processing.

[20]  Ryu Miura,et al.  Toward Future Unmanned Aerial Vehicle Networks: Architecture, Resource Allocation and Field Experiments , 2019, IEEE Wireless Communications.

[21]  Zhu Xiao,et al.  Resource Allocation and Trajectory Optimization for QoE Provisioning in Energy-Efficient UAV-Enabled Wireless Networks , 2020, IEEE Transactions on Vehicular Technology.

[22]  Symeon Chatzinotas,et al.  Hybrid Transceivers Design for Large-Scale Antenna Arrays Using Majorization-Minimization Algorithms , 2020, IEEE Transactions on Signal Processing.

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

[24]  Jie Gong,et al.  Multi-UAV Interference Coordination via Joint Trajectory and Power Control , 2018, IEEE Transactions on Signal Processing.

[25]  Yongming Huang,et al.  Energy-Efficient Cooperative Secure Transmission in Multi-UAV-Enabled Wireless Networks , 2019, IEEE Transactions on Vehicular Technology.

[26]  Derrick Wing Kwan Ng,et al.  Multiuser MISO UAV Communications in Uncertain Environments With No-Fly Zones: Robust Trajectory and Resource Allocation Design , 2019, IEEE Transactions on Communications.

[27]  Derrick Wing Kwan Ng,et al.  Joint Trajectory and Resource Allocation Design for Energy-Efficient Secure UAV Communication Systems , 2020, IEEE Transactions on Communications.

[28]  Yahong Rosa Zheng,et al.  Hybrid Precoding for Millimeter Wave MIMO Systems: A Matrix Factorization Approach , 2018, IEEE Transactions on Wireless Communications.

[29]  Kathrin Klamroth,et al.  Biconvex sets and optimization with biconvex functions: a survey and extensions , 2007, Math. Methods Oper. Res..

[30]  Baoqing Li,et al.  An Efficient Solution for Joint Power and Trajectory Optimization in UAV-Enabled Wireless Network , 2019, IEEE Access.

[31]  Zaichen Zhang,et al.  Sparse Channel Estimation and Hybrid Precoding Using Deep Learning for Millimeter Wave Massive MIMO , 2020, IEEE Transactions on Communications.

[32]  Qingqing Wu,et al.  Joint Trajectory and Communication Design for Multi-UAV Enabled Wireless Networks , 2017, IEEE Transactions on Wireless Communications.