2021
DOI: 10.3390/s21248283
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An SDN-Based Solution for Horizontal Auto-Scaling and Load Balancing of Transparent VNF Clusters

Abstract: This paper studies the problem of the dynamic scaling and load balancing of transparent virtualized network functions (VNFs). It analyzes different particularities of this problem, such as loop avoidance when performing scaling-out actions, and bidirectional flow affinity. To address this problem, a software-defined networking (SDN)-based solution is implemented consisting of two SDN controllers and two OpenFlow switches (OFSs). In this approach, the SDN controllers run the solution logic (i.e., monitoring, sc… Show more

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Cited by 6 publications
(4 citation statements)
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References 33 publications
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“…For instance, RNNS with RL is designed to discover the best overlay pathways with little maintenance [25]. Research into auto-scaling policy decisions led researchers to SRSA [26], a decision mechanism based on RL. In addition, we explore RL with architectural modifications due to the complexity and variability of the network environment.…”
Section: Reinforcement Learning In Sdnsmentioning
confidence: 99%
“…For instance, RNNS with RL is designed to discover the best overlay pathways with little maintenance [25]. Research into auto-scaling policy decisions led researchers to SRSA [26], a decision mechanism based on RL. In addition, we explore RL with architectural modifications due to the complexity and variability of the network environment.…”
Section: Reinforcement Learning In Sdnsmentioning
confidence: 99%
“…Dynamic queue management should significantly provide the necessary flexibility in core networks. Relying solely upon predefined queues, none of the works representing the state of the art of existing research has foreseen the possibility of the dynamic creation of QoS queues [50]. Regarding QoS, such an approach is a limiting factor in system flexibility.…”
Section: Motivationmentioning
confidence: 99%
“…The task requests are further shifted from one fog region to another if the ideal load is achieved at the fog cluster head region. SDN also manages all fog region communication processes and connects to cloud services [46,47].…”
Section: Load-balancing Mechanismmentioning
confidence: 99%