Macrocell-femtocell resource allocation via hybrid optimization algorithm

被引:2
作者
Mohite, Shailaja Sanjay [1 ]
Kolekar, Uttam D. [2 ]
机构
[1] DJSCOE, Elect & Telecommun Dept, Mumbai, Maharashtra, India
[2] APSIT, Thana, India
关键词
Femtocell; Resource allocation; Full-duplex; OFDMA systems; CSM-LA algorithm; INTERFERENCE MANAGEMENT; DESIGN; AVOIDANCE;
D O I
10.1108/IJIUS-02-2021-0013
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Purpose Femtocells are low-power, inexpensive base stations (BS) used in business enterprises or homes. They could offer higher SNR in a smaller coverage area to enhance the data rates and QoS. Deployment of femtocell is expected to the witness constant development in upcoming years. Despite of all these benefits, there are certain challenges to be resolved that includes management of overlaying MC, interference among femtocells and the resource allocation between 2 tiers. Design/methodology/approach This work analyses the issues on cross-tier interfering and resource allocation alleviation in "full-duplex (FD) Orthogonal Frequency Division Multiple Access (OFDMA) oriented Heterogeneous Networks (HetNets) that includes macrocell as well as underlying femtocells". This work concerns on three foremost contributions: portraying a single objective issue including subcarrier allocation, price allocation and power allocation of macrocell-femtocell networks. Moreover, this work introduces a novel Cat Swarm Mated-Lion algorithm (CSM-LA) for solving the defined optimization problem in macrocell-femtocell networks. At last, the supremacy of adopted scheme is proved over traditional models regarding statistical and convergence analysis. Findings By concerning the cost function, the developed CSM-LA attained 87.5, 60, 93.75 and 93.75% better than LM, WOA, LA and CSO respectively. For utility analysis, it accomplished 70.58% better than LM, 88.23% superior to GWO, 85.88% superior to WOA and 88.23% better than CSO. For statistical analysis, the median performance of developed CSM-LA attained better results, which was 80.52% superior to LA, 80.74% better than GWO, 72% superior to WOA and 48.7% better than LA. Hence, the developed CSM-LA proved its performance in terms of improved results and revealed its betterment over the conventional models. Originality/value This paper adopts a latest optimization algorithm called CSM-LA for analyzing the issues on cross-tier interfering and resource allocation alleviation in full-duplex (FD) orthogonal frequency division multiple access (OFDMA) oriented heterogeneous networks (HetNets). This is the first work that utilizes CSM-LA framework that proposes a new CSM-LA model for power control and resource allocation by considering the multi-objectives like price, subcarrier and power as well.
引用
收藏
页码:385 / 400
页数:16
相关论文
共 32 条
  • [1] Bahrami M., 2017, Advanced Optimization by Nature-Inspired Algorithms ed, P9
  • [2] Threshold Prediction for Segmenting Tumour from Brain MRI Scans
    Beno, M. Marsaline
    Valarmathi, I. R.
    Swamy, S. M.
    Rajakumar, B. R.
    [J]. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2014, 24 (02) : 129 - 137
  • [3] Optimization using lion algorithm: a biological inspiration from lion’s social behavior
    Boothalingam R.
    [J]. Evolutionary Intelligence, 2018, 11 (1-2) : 31 - 52
  • [4] An Energy-Efficient Resource Allocation Scheme for SWIPT-NOMA Based Femtocells Users With Imperfect CSI
    Budhiraja, Ishan
    Kumar, Neeraj
    Tyagi, Sudhanshu
    Tanwar, Sudeep
    Guizani, Mohsen
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (07) : 7790 - 7805
  • [5] Uplink Capacity and Interference Avoidance for Two-Tier Femtocell Networks
    Chandrasekhar, Vikram
    Andrews, Jeffrey G.
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2009, 8 (07) : 3498 - 3509
  • [6] A truncated Levenberg-Marquardt algorithm for the calibration of highly parameterized nonlinear models
    Finsterle, Stefan
    Kowalsky, Michael B.
    [J]. COMPUTERS & GEOSCIENCES, 2011, 37 (06) : 731 - 738
  • [7] AN EXPERIMENTAL 2-BIT CELL STORAGE DRAM FOR MACROCELL OR MEMORY-ON-LOGIC APPLICATION
    FURUYAMA, T
    OHSAWA, T
    NAGAHAMA, Y
    TANAKA, H
    WATANABE, Y
    KIMURA, T
    MURAOKA, K
    NATORI, K
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1989, 24 (02) : 388 - 393
  • [8] Interference Mitigation for Femtocell Networks Via Adaptive Frequency Reuse
    Huang, Guogang
    Li, Jiandong
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (04) : 2413 - 2423
  • [9] Superanalysis of Optimum Combining with Application to Femtocell Networks
    Jeong, Youngmin
    Shin, Hyundong
    Win, Moe Z.
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2012, 30 (03) : 509 - 524
  • [10] Graph-Based Dynamic Channel Assignment Scheme for Femtocell Networks
    Kim, Se-Jin
    Cho, IlKwon
    [J]. IEEE COMMUNICATIONS LETTERS, 2013, 17 (09) : 1718 - 1721