A Fuzzy Logic-based Mechanism for An Efficient Cloud Resource Planning

被引:0
|
作者
Laghrissi, Abdelquoddouss [1 ]
Taleb, Tarik [1 ,2 ]
Bagaa, Miloud [1 ]
Prados-Garzon, Jonathan [3 ]
机构
[1] Aalto Univ, Commun & Networking Dept, Espoo, Finland
[2] Univ Oulu, Ctr Wireless Commun, Oulu, Finland
[3] Univ Granada, Res Ctr Informat & Commun Technol, Granada, Spain
基金
欧盟地平线“2020”; 芬兰科学院;
关键词
PLACEMENT;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The key concept beneath Multi-Access Edge Computing (MECs) is to place cloud resources in closer proximity to end-users, through the installation of small-scale cloud infrastructures at the network edge. In MEC environments, we identify two issues: 1) data about users' activities are not always available, and 2) the available virtual resource planning mechanisms (i.e., algorithms for the placement of Virtual Network Functions - VNFs) are not efficient enough to fulfill the QoS requirements and deployment costs. In this vein, we design a layered framework to define the presence of Mobile BroadBand User Equipments (UEs) and automate the underlying virtual resource placement and management based on the Fuzzy Logic Controller paradigm (FLC). Experimentation results show that our framework, compared to baseline solutions, achieves good performance results; the end-to-end delay is enhanced by 25%, the resource consumption is reduced by 30%, and the environmental impact, reflected by the carbon footprint that depends on the amount of deployed Virtual Machines (VMs), is reduced by 50%.
引用
下载
收藏
页数:7
相关论文
共 50 条
  • [11] Efficient Fuzzy Logic-Based Clustering Algorithm for Wireless Sensor Networks
    Bidaki, Moazam
    Tabbakh, Seyed Reza Kamel
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (05): : 79 - 88
  • [12] Fuzzy logic-based image retrieval
    Wang, XL
    Xie, KL
    CONTENT COMPUTING, PROCEEDINGS, 2004, 3309 : 241 - 250
  • [13] A Fuzzy Logic-Based Algorithm to Solve the Slot Planning Problem in Container Vessels
    Rashed, Dalia
    Eltawil, Amr
    Gheith, Mohamed
    LOGISTICS-BASEL, 2021, 5 (04):
  • [14] Fuzzy Logic-based Democracy Index
    House, Mary
    PROCEEDINGS OF THE 50TH ANNUAL ASSOCIATION FOR COMPUTING MACHINERY SOUTHEAST CONFERENCE, 2012,
  • [15] Fuzzy logic-based multitarget tracker
    Gad, A
    Farooq, M
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION XIII, 2004, 5429 : 33 - 44
  • [16] Logic-based fuzzy neurocomputing with unineurons
    Pedrycz, Witold
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (06) : 860 - 873
  • [17] Fuzzy logic-based forecasting model
    Frantti, T
    Mähönen, P
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2001, 14 (02) : 189 - 201
  • [18] Fuzzy Logic-Based Path Planning for Data Gathering Mobile Sinks in WSNs
    Punriboon, Chatchai
    So-In, Chakchai
    Aimtongkham, Phet
    Leelathakul, Nutthanon
    IEEE ACCESS, 2021, 9 (09): : 96002 - 96020
  • [19] Towards an ideal service QoS in fuzzy logic-based adaptation planning middleware
    Beggas, Mounir
    Medini, Lionel
    Laforest, Frederique
    Laskri, Mohamed Tayeb
    JOURNAL OF SYSTEMS AND SOFTWARE, 2014, 92 : 71 - 81
  • [20] Robotic Navigation based on Logic-Based Planning
    Zaman, Safdar
    Gul, Muhammad Ibtisam
    Haq, Nuhman Ul
    Habib, Arslan
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING AND DIGITAL SYSTEMS (C-CODE), 2017, : 396 - 401