Sparse Spectrum Reuse in HetNets with Relays

In-band relay nodes (RNs) can be utilized to enhance the coverage of heterogeneous networks (HetNets) in a cost-effective way. However, the in-band RNs also consume the limited spectrum resources. Appropriate spectrum resource management/cooperation is necessary to ensure the balanced resource usages between the macro base stations (BSs) and the RNs. In this paper, we study the sparse spectrum reuse strategy in a HetNet with in-band RNs to maximize the overall proportional fairness metric. Although limiting the number of active reuse patterns will degrade the performance and render the resulting problem non-convex, we first show that there must exist one solution achieving the optimum when the upper bound on the number of active reuse patterns is not less than the total number of mobile stations (MSs) and RNs. We also put forth one active pattern identification scheme based on the re-weighted $\ell_1$-norm algorithm to deal with the non-convex problem and refine the set of active reuse patterns in a soft manner. Furthermore, in order to offload the heavy computation burden from the central server, one distributed resource allocation algorithm based on the alternating direction method of multipliers (ADMM) algorithm is developed. Numerical simulations demonstrate the superiority and effectiveness of our proposed algorithm.

[1]  John N. Tsitsiklis,et al.  Introduction to linear optimization , 1997, Athena scientific optimization and computation series.

[2]  Derrick Wing Kwan Ng,et al.  Energy-Efficient Resource Allocation in Buffer-Aided Wireless Relay Networks , 2017, IEEE Transactions on Wireless Communications.

[3]  Michael L. Honig,et al.  Traffic-Driven Spectrum Allocation in Heterogeneous Networks , 2014, IEEE Journal on Selected Areas in Communications.

[4]  Risto Wichman,et al.  In-Band Full-Duplex Wireless: Challenges and Opportunities , 2013, IEEE Journal on Selected Areas in Communications.

[5]  Yongbin Wei,et al.  A survey on 3GPP heterogeneous networks , 2011, IEEE Wireless Communications.

[6]  Xiliang Luo,et al.  Delay-Oriented QoS-Aware User Association and Resource Allocation in Heterogeneous Cellular Networks , 2017, IEEE Transactions on Wireless Communications.

[7]  Min Young Chung,et al.  Radio Resource Management Scheme for Relieving Interference to MUEs in Relay-Based Cellular Networks , 2015, IEEE Transactions on Vehicular Technology.

[8]  Stephen P. Boyd,et al.  Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..

[9]  Ozgur Oyman Opportunistic scheduling and spectrum reuse in relay-based cellular networks , 2010, IEEE Transactions on Wireless Communications.

[10]  Wolfgang Utschick,et al.  Optimal Joint User Association and Multi-Pattern Resource Allocation in Heterogeneous Networks , 2016, IEEE Transactions on Signal Processing.

[11]  Michael L. Honig,et al.  Energy-Efficient Cell Activation, User Association, and Spectrum Allocation in Heterogeneous Networks , 2015, IEEE Journal on Selected Areas in Communications.

[12]  Jonathan Loo,et al.  Recent Advances in Radio Resource Management for Heterogeneous LTE/LTE-A Networks , 2014, IEEE Communications Surveys & Tutorials.

[13]  Gerhard Fettweis,et al.  Relay-based deployment concepts for wireless and mobile broadband radio , 2004, IEEE Communications Magazine.

[14]  R. Tibshirani Regression Shrinkage and Selection via the Lasso , 1996 .

[15]  Zhi-Quan Luo,et al.  Base Station Activation and Linear Transceiver Design for Optimal Resource Management in Heterogeneous Networks , 2013, IEEE Transactions on Signal Processing.

[16]  Sehun Kim,et al.  Fairness-Aware Resource Allocation in a Cooperative OFDMA Uplink System , 2010, IEEE Transactions on Vehicular Technology.

[17]  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.

[18]  Gang Feng,et al.  Game-Theoretic Hierarchical Resource Allocation for Heterogeneous Relay Networks , 2015, IEEE Transactions on Vehicular Technology.

[19]  Stephen P. Boyd,et al.  Enhancing Sparsity by Reweighted ℓ1 Minimization , 2007, 0711.1612.

[20]  Yang Yang,et al.  Time Reusing in D2D-Enabled Cooperative Networks , 2018, IEEE Transactions on Wireless Communications.

[21]  Catherine Rosenberg,et al.  Joint Resource Allocation and User Association for Heterogeneous Wireless Cellular Networks , 2013, IEEE Transactions on Wireless Communications.

[22]  Halim Yanikomeroglu,et al.  An Overview of Radio Resource Management in Relay-Enhanced OFDMA-Based Networks , 2010, IEEE Communications Surveys & Tutorials.

[23]  Wanshi Chen,et al.  Relaying operation in 3GPP LTE: challenges and solutions , 2012, IEEE Communications Magazine.

[24]  Daesik Hong,et al.  QoS-guaranteed transmission mode selection for efficient resource utilization in multi-hop cellular networks , 2008, IEEE Transactions on Wireless Communications.