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2016 | OriginalPaper | Chapter

Fuzzy Model of Dynamic Traffic Management in Software-Defined Mobile Networks

Authors : Andrei Vladyko, Ivan Letenko, Anton Lezhepekov, Mikhail Buinevich

Published in: Internet of Things, Smart Spaces, and Next Generation Networks and Systems

Publisher: Springer International Publishing

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Abstract

Nowadays, in mobile networks, latency-sensitive services may compete for the bandwidth of other services, thus degrading overall performance. Software-defined mobile networks opening many new possibilities for dynamic traffic management. This gives chances to ensure strict requirements of the service quality in changing conditions. We considered two requirements for the quality of service: bandwidth and latency. Providing the required bandwidth is relatively simple compared to the end-to-end delay, as its guarantee requires a complex model that takes into account the mutual influence of flows throughout the entire path. Our model includes the following metrics: maximum channel utilization, traffic priority, the number of “hops”. Fuzzy balancer module has been developed for the Floodlight controller in Java. This module calculates the weights of the links in accordance with the proposed method. Simulation network was held in Mininet environment. During the experimental implementation, it has been shown that simple algorithm based on mathematical apparatus of fuzzy logic allows dynamically adapting the network to the change of the traffic volume, as well as its structure.

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Footnotes
1
LTE – Long-Term Evolution.
 
2
QoS – Quality of Service.
 
3
FIFO – First In First Out.
 
4
WFQ – Weighted Fair Queueing.
 
5
HTB – Hierarchical Token Bucket.
 
6
WRR – Weighted Round Robin.
 
7
NP-hard – Non-deterministic polynomial-time hard.
 
8
BW min – Minimal bandwidth.
 
9
BW max – Maximal bandwidth.
 
10
OWA-operator – Ordered Weighted Averaging aggregation Operator.
 
11
VLC – VideoLAN Client.
 
12
TCP – Transmission Control Protocol.
 
13
HTTP – HyperText Transfer Protocol.
 
14
UDP – User Datagram Protocol.
 
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Metadata
Title
Fuzzy Model of Dynamic Traffic Management in Software-Defined Mobile Networks
Authors
Andrei Vladyko
Ivan Letenko
Anton Lezhepekov
Mikhail Buinevich
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-46301-8_47

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