Robust Beamforming for NOMA-Based Cellular Massive IoT With SWIPT

In this paper, we study the resource allocation design for non-orthogonal multiple access (NOMA)-based cellular massive Internet-of-Things (IoT) enabled with simultaneous wireless information and power transfer (SWIPT). The design is formulated as a non-convex optimization problem, which takes into account practical and adverse factors, e.g., the channel uncertainty during channel state information (CSI) acquisition, the non-linear receiver during energy harvesting (EH) and the imperfect successive information cancellation (SIC) during the information decoding (ID). The originally harmful co-channel interference in massive access is coordinated to strike a balance between efficient information transmission and efficient energy harvesting via spatial beamforming. Subsequently, two robust beamforming algorithms are designed from the aspects of the weighted sum rate maximization and the total power consumption minimization, respectively. It is found that overall performance can be improved by adding BS antennas due to more array gains. Moreover, it is proved that the proposed algorithms can effectively alleviate the influence of adverse practical conditions and achieve the best performance compared to the baseline ones, which demonstrates the effectiveness and robustness of proposed algorithms for cellular massive IoT.

[1]  Haijian Sun,et al.  Non-Orthogonal Multiple Access with SIC Error Propagation in Downlink Wireless MIMO Networks , 2016, 2016 IEEE 84th Vehicular Technology Conference (VTC-Fall).

[2]  Haijian Sun,et al.  Robust Beamforming Design in a NOMA Cognitive Radio Network Relying on SWIPT , 2018, IEEE Journal on Selected Areas in Communications.

[3]  Caijun Zhong,et al.  Robust Beamforming Design for SWIPT in Cellular Internet of Things , 2019, 2019 IEEE/CIC International Conference on Communications in China (ICCC).

[4]  J. Torsner,et al.  Internet of Things in the 5G Era: Enablers, Architecture, and Business Models , 2016, IEEE Journal on Selected Areas in Communications.

[5]  Andrea Zanella,et al.  Internet of Things for Smart Cities , 2014, IEEE Internet of Things Journal.

[6]  Antti Tölli,et al.  Efficient Solutions for Weighted Sum Rate Maximization in Multicellular Networks With Channel Uncertainties , 2013, IEEE Transactions on Signal Processing.

[7]  Derrick Wing Kwan Ng,et al.  Wireless Information and Power Transfer: Energy Efficiency Optimization in OFDMA Systems , 2013, IEEE Transactions on Wireless Communications.

[8]  George K. Karagiannidis,et al.  On the Application of Quasi-Degradation to MISO-NOMA Downlink , 2016, IEEE Transactions on Signal Processing.

[9]  Caijun Zhong,et al.  Exploiting Multiple-Antenna Techniques for Non-Orthogonal Multiple Access , 2017, IEEE Journal on Selected Areas in Communications.

[10]  Wu He,et al.  Internet of Things in Industries: A Survey , 2014, IEEE Transactions on Industrial Informatics.

[11]  Xiaoming Chen,et al.  Wireless Powered Massive Access for Cellular Internet of Things With Imperfect SIC and Nonlinear EH , 2019, IEEE Internet of Things Journal.

[12]  George K. Karagiannidis,et al.  A Survey on Non-Orthogonal Multiple Access for 5G Networks: Research Challenges and Future Trends , 2017, IEEE Journal on Selected Areas in Communications.

[13]  Derrick Wing Kwan Ng,et al.  Robust beamforming for SWIPT systems with non-linear energy harvesting model , 2016, 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[14]  Xianfu Chen,et al.  Energy-Efficient Optimization for Wireless Information and Power Transfer in Large-Scale MIMO Systems Employing Energy Beamforming , 2013, IEEE Wireless Communications Letters.

[15]  Tharmalingam Ratnarajah,et al.  A Minorization-Maximization Method for Optimizing Sum Rate in the Downlink of Non-Orthogonal Multiple Access Systems , 2015, IEEE Transactions on Signal Processing.

[16]  Alister G. Burr,et al.  Robust beamforming techniques for non-orthogonal multiple access systems with bounded channel uncertanties , 2018 .

[17]  K. Mayaram,et al.  Efficient Far-Field Radio Frequency Energy Harvesting for Passively Powered Sensor Networks , 2008, IEEE Journal of Solid-State Circuits.

[18]  Arkadi Nemirovski,et al.  Lectures on modern convex optimization - analysis, algorithms, and engineering applications , 2001, MPS-SIAM series on optimization.

[19]  Joongheon Kim,et al.  Energy-Efficient Mobile Charging for Wireless Power Transfer in Internet of Things Networks , 2018, IEEE Internet of Things Journal.

[20]  Sarah J. Johnson,et al.  On the Fundamental Limits of Random Non-Orthogonal Multiple Access in Cellular Massive IoT , 2017, IEEE Journal on Selected Areas in Communications.

[21]  Daniel Pérez Palomar,et al.  Lorentz-Positive Maps and Quadratic Matrix Inequalities With Applications to Robust MISO Transmit Beamforming , 2013, IEEE Transactions on Signal Processing.

[22]  Xiaoming Chen,et al.  Massive Access for Cellular Internet of Things Theory and Technique , 2019, SpringerBriefs in Electrical and Computer Engineering.

[23]  Caijun Zhong,et al.  Fully Non-Orthogonal Communication for Massive Access , 2018, IEEE Transactions on Communications.

[24]  Alister G. Burr,et al.  Beamforming Techniques for Non-Orthogonal Multiple Access in 5G Cellular Networks , 2018 .

[25]  J. Guo,et al.  An improved analytical model for RF-DC conversion efficiency in microwave rectifiers , 2012, 2012 IEEE/MTT-S International Microwave Symposium Digest.

[26]  Gábor Pataki,et al.  On the Rank of Extreme Matrices in Semidefinite Programs and the Multiplicity of Optimal Eigenvalues , 1998, Math. Oper. Res..

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

[28]  Qiang Li,et al.  Spatially Selective Artificial-Noise Aided Transmit Optimization for MISO Multi-Eves Secrecy Rate Maximization , 2013, IEEE Transactions on Signal Processing.

[29]  Tharmalingam Ratnarajah,et al.  Transceiver Design of Optimum Wirelessly Powered Full-Duplex MIMO IoT Devices , 2018, IEEE Transactions on Communications.

[30]  Xiaoming Chen,et al.  Wireless Energy and Information Transfer Tradeoff for Limited-Feedback Multiantenna Systems With Energy Beamforming , 2013, IEEE Transactions on Vehicular Technology.

[31]  Derrick Wing Kwan Ng,et al.  Simultaneous wireless information and power transfer in modern communication systems , 2014, IEEE Communications Magazine.

[32]  Jeffrey G. Andrews,et al.  Iterative power control for imperfect successive interference cancellation , 2005, IEEE Transactions on Wireless Communications.

[33]  Octavia A. Dobre,et al.  Power-Domain Non-Orthogonal Multiple Access (NOMA) in 5G Systems: Potentials and Challenges , 2016, IEEE Communications Surveys & Tutorials.

[34]  Hsiao-Hwa Chen,et al.  Enhancing wireless information and power transfer by exploiting multi-antenna techniques , 2015, IEEE Communications Magazine.

[35]  Zhiguo Ding,et al.  Joint Beamforming and Power-Splitting Control in Downlink Cooperative SWIPT NOMA Systems , 2017, IEEE Transactions on Signal Processing.