Multi-objective Resource Allocation for LTE/LTE-A Femtocell/HeNB Networks Using Ant Colony Optimization

Existing femtocell resource allocation schemes for Long Term Evolution or LTE-Advanced femtocell networks do not jointly achieve efficient resource utilization, fairness guarantee, interference mitigation and reduced complexity in a satisfactory manner. In this paper, a multi-objective resource allocation scheme is proposed to achieve these desired features simultaneously. We first formulate three objective functions to respectively maximize resource utilization efficiency, guarantee a high degree of fairness and minimize interference. A weighted sum approach is then used to combine these objective functions to form a single multi-objective optimization problem. An ant colony optimization algorithm is employed to find the Pareto-optimal solution to this problem. Simulation results demonstrate that the proposed scheme performs jointly well in all aspects, namely resource utilization, fairness and interference mitigation. Additionally, it maintains satisfactory performance in the handover process and has a reasonably low complexity compared to the existing schemes.

[1]  Giuseppe Piro,et al.  Simulating LTE Cellular Systems: An Open-Source Framework , 2011, IEEE Transactions on Vehicular Technology.

[2]  Jeffrey G. Andrews,et al.  Spectrum allocation in tiered cellular networks , 2009, IEEE Transactions on Communications.

[3]  Chuang Lin,et al.  Graph-based interference coordination scheme in orthogonal frequency-division multiplexing access femtocell networks , 2011, IET Commun..

[4]  Singiresu S. Rao Engineering Optimization : Theory and Practice , 2010 .

[5]  Jeffrey G. Andrews,et al.  Downlink Femtocell Networks: Open or Closed? , 2011, 2011 IEEE International Conference on Communications (ICC).

[6]  Hongke Zhang,et al.  Resource Allocation with Interference Avoidance in OFDMA Femtocell Networks , 2012, IEEE Transactions on Vehicular Technology.

[7]  Dong-Ho Cho,et al.  Open or close: On the sharing of femtocells , 2011, 2011 Proceedings IEEE INFOCOM.

[8]  Halim Yanikomeroglu,et al.  Enhancing cell-edge performance: a downlink dynamic interference avoidance scheme with inter-cell coordination , 2010, IEEE Transactions on Wireless Communications.

[9]  Athanasios V. Vasilakos,et al.  Power Minimization Based Resource Allocation for Interference Mitigation in OFDMA Femtocell Networks , 2014, IEEE Journal on Selected Areas in Communications.

[10]  H. Fawcett Manual of Political Economy , 1995 .

[11]  Fredrik Rusek,et al.  Iterative receivers with channel estimation for multi-user MIMO-OFDM: complexity and performance , 2012, EURASIP Journal on Wireless Communications and Networking.

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

[13]  Lotfi A. Zadeh,et al.  Optimality and non-scalar-valued performance criteria , 1963 .

[14]  Guy Pujolle,et al.  Cluster-Based Resource Management in OFDMA Femtocell Networks With QoS Guarantees , 2014, IEEE Transactions on Vehicular Technology.

[15]  Jie Zhang,et al.  OFDMA femtocells: A roadmap on interference avoidance , 2009, IEEE Communications Magazine.

[16]  Rony Kumer Saha MODIFIED PROPORTIONAL FAIR SCHEDULING FOR RESOURCE REUSE AND INTERFERENCE COORDINATION IN TWO-TIER LTE-ADVANCED SYSTEMS , 2013 .

[17]  Xiaoli Chu,et al.  Dynamic Downlink Frequency and Power Allocation in OFDMA Cellular Networks , 2012, IEEE Transactions on Communications.

[18]  Dong-Ho Cho,et al.  Cooperative Resource Allocation for Guaranteeing Intercell Fairness in Femtocell Networks , 2011, IEEE Communications Letters.

[19]  Marco Dorigo,et al.  Ant system: optimization by a colony of cooperating agents , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[20]  Sampath Rangarajan,et al.  Efficient resource management in OFDMA Femto cells , 2009, MobiHoc '09.

[21]  Ray Jain,et al.  The art of computer systems performance analysis - techniques for experimental design, measurement, simulation, and modeling , 1991, Wiley professional computing.

[22]  Jang-Won Lee,et al.  Subchannel allocation for the OFDMA-based femtocell system , 2013, Comput. Networks.

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

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

[25]  Preben E. Mogensen,et al.  An overview of downlink radio resource management for UTRAN long-term evolution , 2009, IEEE Communications Magazine.

[26]  Giuseppe Piro,et al.  Downlink Packet Scheduling in LTE Cellular Networks: Key Design Issues and a Survey , 2013, IEEE Communications Surveys & Tutorials.

[27]  Giuseppe Piro,et al.  On accurate simulations of LTE femtocells using an open source simulator , 2012, EURASIP J. Wirel. Commun. Netw..