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

Abdelquoddouss Laghrissi, Tarik Taleb, Miloud Bagaa, Jonathan Prados-Garzon

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

1 Sitaatiot (Scopus)
34 Lataukset (Pure)

Abstrakti

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%.

AlkuperäiskieliEnglanti
Otsikko2019 IEEE Wireless Communications and Networking Conference, WCNC 2019
KustantajaIEEE
ISBN (elektroninen)9781538676462
DOI - pysyväislinkit
TilaJulkaistu - 1 huhtikuuta 2019
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaIEEE Wireless Communications and Networking Conference - Marrakech, Marokko
Kesto: 15 huhtikuuta 201919 huhtikuuta 2019

Julkaisusarja

NimiIEEE Wireless Communications and Networking Conference
ISSN (painettu)1525-3511
ISSN (elektroninen)1558-2612

Conference

ConferenceIEEE Wireless Communications and Networking Conference
LyhennettäWCNC
MaaMarokko
KaupunkiMarrakech
Ajanjakso15/04/201919/04/2019

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    Laghrissi, A., Taleb, T., Bagaa, M., & Prados-Garzon, J. (2019). A Fuzzy Logic-based Mechanism for An Efficient Cloud Resource Planning. teoksessa 2019 IEEE Wireless Communications and Networking Conference, WCNC 2019 [8885875] (IEEE Wireless Communications and Networking Conference). IEEE. https://doi.org/10.1109/WCNC.2019.8885875