Channel Assignment Problem: A Fuzzy-Based Hybrid Approach

被引:0
|
作者
Ekpenyong, Olufisayo [1 ]
Hovakeemian, Yasmin [2 ]
Naik, Kshirasagar [2 ]
Islam, Mohammad Towhidul [2 ]
机构
[1] Univ Waterloo, Comp Sci, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Elect & comp Engn, Waterloo, ON N2L 3G1, Canada
关键词
CELLULAR NETWORKS; ALLOCATION; PERFORMANCE; LOGIC;
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
The increased usage of mobile devices and the scarce, regulated radio resources in wireless networks present a challenge to efficiently allocate channels to users. Existing algorithms designed to assign channels in a network range from dynamic channel allocation (DCA) algorithms to fixed channel allocation (FCA) algorithms - each with their own advantages and drawbacks. In this paper, we propose a fuzzy-based hybrid channel assignment algorithm that is adaptive to the traffic conditions of the network by employing the frequency and time division multiple access (FDMA/TDMA) FCA algorithm in low traffic conditions and the Geometric DCA algorithm in high traffic conditions. The switching mechanism employs fuzzy logic and known traffic patterns. This approach is aimed at reducing the overall signaling cost of solely utilizing the DCA strategy while maintaining a comparable failure rate. Simulation results show that the proposed hybrid algorithm reduces the signaling cost of DCA algorithm by about 20-30% while achieving similar failure rates to the Geometric DCA.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] A Hybrid Multilingual Fuzzy-Based Approach to the Sentiment Analysis Problem Using SentiWordNet
    Madani, Youness
    Erritali, Mohammed
    Jamaa, Bengourram
    Sailhan, Francoise
    [J]. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2020, 28 (03) : 361 - 390
  • [2] A COMPLETE, FLEXIBLE FUZZY-BASED APPROACH TO THE CLASSIFICATION PROBLEM
    GISOLFI, A
    LOIA, V
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 1995, 13 (03) : 151 - 183
  • [3] A Fuzzy-Based Approach for the Multilevel Component Selection Problem
    Vescan, Andreea
    Serban, Camelia
    [J]. HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, 2016, 9648 : 463 - 474
  • [4] Fuzzy-based Assignment Algorithm for Channel Sensing Task in Cognitive Radio Networks
    Nabil, Mariam
    ElNainay, Mustafa
    [J]. 2016 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATION (ISCC), 2016, : 843 - 848
  • [5] A Fuzzy-Based Hybrid Approach for Estimating Interdisciplinary Learning Efficiency
    Chiang, Tzuping
    [J]. IEEE ACCESS, 2021, 9 : 143275 - 143283
  • [6] Deterrents to the adoption of green walls: a hybrid fuzzy-based approach
    Tabatabaee, Sanaz
    Ashour, Mojtaba
    Mohandes, Saeed Reza
    Sadeghi, Haleh
    Mahdiyar, Amir
    Hosseini, M. Reza
    Ismail, Syuhaida
    [J]. ENGINEERING CONSTRUCTION AND ARCHITECTURAL MANAGEMENT, 2022, 29 (09) : 3460 - 3479
  • [7] A hybrid fuzzy-based approach for identifying global logistics strategies
    Sheu, JB
    [J]. TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2004, 40 (01) : 39 - 61
  • [8] Machine loading problem of FMS: a fuzzy-based heuristic approach
    Vidyarthi, NK
    Tiwari, MK
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2001, 39 (05) : 953 - 979
  • [9] Fuzzy Approach for Assignment Problem
    Yaakob, Shamshul Bahar
    Watada, Junzo
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 2009, : 1408 - 1413
  • [10] A FUZZY-BASED PARTICLE SWARM OPTIMISATION APPROACH FOR TASK ASSIGNMENT IN HOME HEALTHCARE
    Mutingi, M.
    Mbohwa, C.
    [J]. SOUTH AFRICAN JOURNAL OF INDUSTRIAL ENGINEERING, 2014, 25 (03): : 84 - 95