Energy-Efficient Resource Allocation with Imperfect CSI in NOMA-based D2D Networks with SWIPT

Non-orthogonal multiple access (NOMA)-based device-to-device (D2D) network has attracted widespread attention since it can address the problem of spectrum shortage in the next-generation communication networks. However, the robust resource allocation problem in this network has not been well investigated. In this paper, we aim for maximizing the energy efficiency (EE) of a NOMA-based D2D network with simultaneous wireless information and power transfer technique under imperfect channel state information. The considered problem is modeled as a non-convex optimization problem that considers the maximum tolerable outage probability of each D2D user (DU), the successive interference cancellation decoding order, and the maximum transmit power of base station and DUs, where the transmit power, power splitting factor, and resource block assignment factor are jointly optimized. Since the formulated mixed-integer fractional programming problem with outage probability constraints is non-convex and difficult to solve, we firstly transform it into a non-probabilistic problem through a relaxation approach, and then, transform it into a convex one by using the variable-substitution approach and Dinkelbach’s method. Finally, an EE-based iterative algorithm is proposed to solve this intractable problem. Simulation results show that the proposed algorithm has a fast convergence and low outage probability.

[1]  Victor C. M. Leung,et al.  Joint User Scheduling and Power Allocation Optimization for Energy-Efficient NOMA Systems With Imperfect CSI , 2017, IEEE Journal on Selected Areas in Communications.

[2]  Ming Chen,et al.  Resource Allocation for D2D Communications Underlaying a NOMA-Based Cellular Network , 2017, IEEE Wireless Communications Letters.

[3]  Jie Jia,et al.  Optimal Resource Block Assignment and Power Allocation for D2D-Enabled NOMA Communication , 2019, IEEE Access.

[4]  Yue Meng,et al.  Resource Allocation for Energy Harvesting-Aided Device-to-Device Communications: A Matching Game Approach , 2019, IEEE Access.

[5]  Sherali Zeadally,et al.  A Survey of Device-to-Device Communications: Research Issues and Challenges , 2018, IEEE Communications Surveys & Tutorials.

[6]  Chau Yuen,et al.  Reconfigurable Intelligent Surfaces for Energy Efficiency in Wireless Communication , 2018, IEEE Transactions on Wireless Communications.

[7]  Xin Song,et al.  Energy Efficient Power Allocation for Downlink NOMA Heterogeneous Networks With Imperfect CSI , 2019, IEEE Access.

[8]  Shuangfeng Han,et al.  Non-orthogonal multiple access for 5G: solutions, challenges, opportunities, and future research trends , 2015, IEEE Communications Magazine.

[9]  I. Stancu-Minasian Nonlinear Fractional Programming , 1997 .

[10]  Ying-Chang Liang,et al.  Robust Power Control and Beamforming in Cognitive Radio Networks: A Survey , 2015, IEEE Communications Surveys & Tutorials.

[11]  Xuemin Shen,et al.  Joint Mode Selection and Resource Allocation for D2D-Enabled NOMA Cellular Networks , 2019, IEEE Transactions on Vehicular Technology.

[12]  Lajos Hanzo,et al.  Energy Harvesting Aided Device-to-Device Communication Underlaying the Cellular Downlink , 2017, IEEE Access.

[13]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[14]  Syed Ali Hassan,et al.  Joint Subcarrier and Power Allocation in the Energy-Harvesting-Aided D2D Communication , 2018, IEEE Transactions on Industrial Informatics.

[15]  Laurence T. Yang,et al.  Energy-Efficient Resource Allocation for D2D Communications Underlaying Cloud-RAN-Based LTE-A Networks , 2016, IEEE Internet of Things Journal.

[16]  Youming Li,et al.  Resource Allocation for Energy Harvesting-Powered D2D Communications Underlaying NOMA-Based Networks , 2019, IEEE Access.

[17]  Fumiyuki Adachi,et al.  Energy Efficiency Maximization in NOMA Enabled Backscatter Communications With QoS Guarantee , 2021, IEEE Wireless Communications Letters.

[18]  Arumugam Nallanathan,et al.  Energy-Efficient D2D Communications Underlaying NOMA-Based Networks With Energy Harvesting , 2018, IEEE Communications Letters.

[19]  Rose Qingyang Hu,et al.  Robust Energy-Efficient Maximization for Cognitive NOMA Networks Under Channel Uncertainties , 2020, IEEE Internet of Things Journal.

[20]  Guan Gui,et al.  Robust Resource Allocation and Power Splitting in SWIPT Enabled Heterogeneous Networks: A Robust Minimax Approach , 2019, IEEE Internet of Things Journal.