New User Association Scheme Based on Multi-Objective Optimization for 5G Ultra-Dense Multi-RAT HetNets

被引:0
作者
Amine, Mariame [1 ]
Walid, Abdellaziz [1 ]
Kobbane, Abdellatif [1 ]
Ben-Othman, Jalel [2 ]
机构
[1] Mohammed V Univ Rabat, Rabat IT Ctr, ENSIAS, Rabat, Morocco
[2] Cent SUPELEC, Signal & Syst Lab, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France
来源
2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC) | 2018年
关键词
HetNets; Multi-RAT; Multi-Objective Optimization (MOO); Weighted Sum Method; Multi-Objective Genetic Algorithm (MOGA); MOGA-DA; MOGA-CA;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
5G ultra-dense multi-radio access technology (Multi-RAT) HetNets are considered recently, by industrials and mobile network operators, as a key solutions for boosting network capacity. Hence, supporting the exponentially increasing demand of data traffic. However, improving multiple conflicting metrics for users, with distinctive quality of service (QoS) and quality of experience (QoE) requirements, remains the main challenge in these network environments. This is due to the inappropriate adaptation of the current user association schemes. To overcome this challenge, we formulated the user association problem, in 5G ultra-dense multi-RAT HetNets, as a multi-objective optimization problem (MOOP), solved by the weighted sum method. Then, we proposed the multi-objective genetic algorithm (MOGA) to reach suitable associations, that respect the individual requirements of each user. Numerical results show the potency of the MOGA with decoupled access (MOGA-DA) compared to the MOGA with coupled access (MOGA-CA) and Max-SINR (Signal-to-Interference-plus-Noise Ratio) association schemes in terms of energy efficiency (EE), cost efficiency (CE) and QoS uplink/downlink throughput.
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页数:6
相关论文
共 16 条
  • [1] Amine M, 2017, INT WIREL COMMUN, P1245, DOI 10.1109/IWCMC.2017.7986463
  • [2] Amine M, 2016, 2016 INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS AND MOBILE COMMUNICATIONS (WINCOM), pP133
  • [3] What Will 5G Be?
    Andrews, Jeffrey G.
    Buzzi, Stefano
    Choi, Wan
    Hanly, Stephen V.
    Lozano, Angel
    Soong, Anthony C. K.
    Zhang, Jianzhong Charlie
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (06) : 1065 - 1082
  • [4] Multiobjective Signal Processing Optimization [The way to balance conflicting metrics in 5G systems]
    Bjoernson, Emil
    Jorswieck, Eduard
    Debbah, Merouane
    Ottersten, Bjoern
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (06) : 14 - 23
  • [5] Chou HH, 2015, INT CARN CONF SECU, P7
  • [6] A Network-Assisted Approach for RAT Selection in Heterogeneous Cellular Networks
    El Helou, Melhem
    Ibrahim, Marc
    Lahoud, Samer
    Khawam, Kinda
    Mezher, Dany
    Cousin, Bernard
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2015, 33 (06) : 1055 - 1067
  • [7] Fan XJ, 2017, 2017 2ND IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND BIG DATA ANALYSIS (ICCCBDA 2017), P1, DOI 10.1109/ICCCBDA.2017.7951874
  • [8] A Survey of 5G Network: Architecture and Emerging Technologies
    Gupta, Akhil
    Jha, Rakesh Kumar
    [J]. IEEE ACCESS, 2015, 3 : 1206 - 1232
  • [9] Holland John, 1975, Ann Arbor
  • [10] 5G Cellular: Key Enabling Technologies and Research Challenges
    Hossain, Ekram
    Hasan, Monowar
    [J]. IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE, 2015, 18 (03) : 11 - 21