Antenna Selection Strategy for Energy Efficiency Maximization in Uplink OFDMA Networks: A Multi-Objective Approach

This paper aims at investigating the problem of energy efficiency (EE) maximization for uplink multi-cell networks via a joint design of sub-channel assignment, power control, and antenna selection. We study the problem under two practical scenarios. In the first scenario, known as conventional antenna selection (CAS), there is only one radio frequency (RF) chain available at the mobile user and all the sub-channels for each user can be assigned to one of the antennas. For the second scenario, known as generalized antenna selection (GAS), the number of RF chains is equal to the number of antennas and the messages of each user can transmit over its assigned sub-channels via different antennas. The resource allocation design is formulated as a multi-objective optimization problem (MOOP) and then converted into a single objective optimization problem (SOOP) via the weighted Tchebycheff method. The considered problem is a mixed integer nonlinear programming (MINLP) which is generally intractable. To address this problem, a penalty function is introduced to handle the binary variable constraints. In order to obtain a computationally efficient suboptimal solution, the majorization minimization (MM) approach is proposed where a surrogate function serves as the lower bound of the objective function. Furthermore, we propose another low-complexity practical algorithm to further reduce the computational cost. Simulation results demonstrate the superiority of the proposed method and unveil an interesting trade-off between EE and SE for two considered scenarios.

[1]  Derrick Wing Kwan Ng,et al.  Energy-Efficient Resource Allocation in Multi-Cell OFDMA Systems with Limited Backhaul Capacity , 2012, IEEE Trans. Wirel. Commun..

[2]  Prabhu Babu,et al.  Majorization-Minimization Algorithms in Signal Processing, Communications, and Machine Learning , 2017, IEEE Transactions on Signal Processing.

[3]  Su Fong Chien,et al.  Energy-Efficient Power Allocation for Distributed Antenna Systems With Proportional Fairness , 2017, IEEE Transactions on Green Communications and Networking.

[4]  Moe Z. Win,et al.  Capacity of MIMO systems with antenna selection , 2001, IEEE Transactions on Wireless Communications.

[5]  Ha H. Nguyen,et al.  Fast Global Optimal Power Allocation in Wireless Networks by Local D.C. Programming , 2012, IEEE Transactions on Wireless Communications.

[6]  Xiaofei Wang,et al.  Energy Efficiency Optimization: Joint Antenna-Subcarrier-Power Allocation in OFDM-DASs , 2016, IEEE Transactions on Wireless Communications.

[7]  Sheyda Zarandi,et al.  Joint Resource Allocation and Offloading Decision in Mobile Edge Computing , 2019, IEEE Communications Letters.

[8]  Chintha Tellambura,et al.  Analysis of Generalized Selection Diversity Systems in Wireless Channels , 2006, IEEE Transactions on Vehicular Technology.

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

[10]  Luc Vandendorpe,et al.  Power Allocation for Energy Efficient Multiple Antenna Systems With Joint Total and Per-Antenna Power Constraints , 2018, IEEE Transactions on Communications.

[11]  Derrick Wing Kwan Ng,et al.  Power Efficient Resource Allocation for Full-Duplex Radio Distributed Antenna Networks , 2015, IEEE Transactions on Wireless Communications.

[12]  Geoffrey Ye Li,et al.  An Overview of Sustainable Green 5G Networks , 2016, IEEE Wireless Communications.

[13]  Victor C. M. Leung,et al.  Downlink Energy Efficiency of Power Allocation and Wireless Backhaul Bandwidth Allocation in Heterogeneous Small Cell Networks , 2017, IEEE Transactions on Communications.

[14]  Aria Nosratinia,et al.  Antenna selection in MIMO systems , 2004, IEEE Communications Magazine.

[15]  Andrea J. Goldsmith,et al.  Energy-efficiency of MIMO and cooperative MIMO techniques in sensor networks , 2004, IEEE Journal on Selected Areas in Communications.

[16]  Tho Le-Ngoc,et al.  User association in cloud RANs with massive MIMO , 2018 .

[17]  Derrick Wing Kwan Ng,et al.  Multi-Objective Optimization for Robust Power Efficient and Secure Full-Duplex Wireless Communication Systems , 2015, IEEE Transactions on Wireless Communications.

[18]  H. Vincent Poor,et al.  Spectral and Energy Efficiency Trade-offs in Cellular Networks , 2013, IEEE Transactions on Wireless Communications.

[19]  H. Vincent Poor,et al.  Joint Load Balancing and Interference Management for Small-Cell Heterogeneous Networks With Limited Backhaul Capacity , 2017, IEEE Transactions on Wireless Communications.

[20]  Kaisa Miettinen,et al.  Nonlinear multiobjective optimization , 1998, International series in operations research and management science.

[21]  H. Vincent Poor,et al.  A Survey of Energy-Efficient Techniques for 5G Networks and Challenges Ahead , 2016, IEEE Journal on Selected Areas in Communications.

[22]  Luc Vandendorpe,et al.  Antenna Selection for Energy Efficient MISO Systems , 2017, IEEE Communications Letters.

[23]  Saba Asaad,et al.  Massive MIMO With Antenna Selection: Fundamental Limits and Applications , 2018, IEEE Transactions on Wireless Communications.

[24]  Ekram Hossain,et al.  Evolution toward 5G multi-tier cellular wireless networks: An interference management perspective , 2014, IEEE Wireless Communications.

[25]  Le Chung Tran,et al.  Antenna Selection Strategies for MIMO-OFDM Wireless Systems: An Energy Efficiency Perspective , 2016, IEEE Transactions on Vehicular Technology.

[26]  Lingyang Song,et al.  Energy Efficiency of Large-Scale Multiple Antenna Systems with Transmit Antenna Selection , 2014, IEEE Transactions on Communications.

[27]  Jasbir S. Arora,et al.  Survey of multi-objective optimization methods for engineering , 2004 .

[28]  Derrick Wing Kwan Ng,et al.  A Novel Performance Tradeoff in Heterogeneous Networks: A Multi-Objective Approach , 2019, IEEE Wireless Communications Letters.

[29]  Min Chen,et al.  Energy Efficiency Evaluation of Multi-Tier Cellular Uplink Transmission Under Maximum Power Constraint , 2017, IEEE Transactions on Wireless Communications.

[30]  Andreas F. Molisch,et al.  Antenna selection in LTE: from motivation to specification , 2012, IEEE Communications Magazine.

[31]  Xiaohu You,et al.  Energy- and Spectral-Efficiency Tradeoff for Distributed Antenna Systems with Proportional Fairness , 2013, IEEE Journal on Selected Areas in Communications.

[32]  Meixia Tao,et al.  Resource Allocation in Spectrum-Sharing OFDMA Femtocells With Heterogeneous Services , 2014, IEEE Transactions on Communications.

[33]  Derrick Wing Kwan Ng,et al.  Optimal Joint Power and Subcarrier Allocation for Full-Duplex Multicarrier Non-Orthogonal Multiple Access Systems , 2016, IEEE Transactions on Communications.

[34]  Ha H. Nguyen,et al.  Joint Optimization of Cooperative Beamforming and Relay Assignment in Multi-User Wireless Relay Networks , 2014, IEEE Transactions on Wireless Communications.

[35]  Octavia A. Dobre,et al.  Energy Efficiency–Spectral Efficiency Tradeoff: A Multiobjective Optimization Approach , 2016, IEEE Transactions on Vehicular Technology.

[36]  Dong In Kim,et al.  Interference management in OFDMA femtocell networks: issues and approaches , 2012, IEEE Wireless Communications.

[37]  Tho Le-Ngoc,et al.  Joint Subchannel Assignment and Power Allocation for OFDMA Femtocell Networks , 2014, IEEE Transactions on Wireless Communications.

[38]  Kai-Kit Wong,et al.  Energy-Efficient Heterogeneous Cellular Networks With Spectrum Underlay and Overlay Access , 2016, IEEE Transactions on Vehicular Technology.

[39]  Jianhua Lu,et al.  Energy-Efficient Resource Allocation in LTE-Based MIMO-OFDMA Systems With User Rate Constraints , 2015, IEEE Transactions on Vehicular Technology.

[40]  Tho Le-Ngoc,et al.  Limited-Feedback Resource Allocation in Heterogeneous Cellular Networks , 2016, IEEE Transactions on Vehicular Technology.