Csaba Rotter
YOU?
Author Swipe
A CLOSED-FORM SOLUTION FOR A QUEUEING MODEL OF ENERGY EFFICIENT ETHERNET LINKS Open
To save energy consumption of Ethernet switches, IEEE has standardized a new energy-efficient operation for Ethernet links with a low-power state and transition mechanisms between the high-power state for transporting traffic and the low-p…
Optimizing the resource usage of actor-based systems Open
Runtime environments for IoT data processing systems based on the actor model often apply a thread pool to serve data streams. In this paper, we propose an approach based on Reinforcement Learning (RL) to find a trade-off between the resou…
View article: A Queueing Model for Threshold-Based Scaling of UPF Instances in 5G Core
A Queueing Model for Threshold-Based Scaling of UPF Instances in 5G Core Open
The fifth-generation networks User Plane Function (UPF) provides necessary procedures to connect end-devices and data networks. A Protocol Data Unit (PDU) session between specific user equipment (UE) and the UPF is established before data …
View article: Scaling UPF Instances in 5G/6G Core With Deep Reinforcement Learning
Scaling UPF Instances in 5G/6G Core With Deep Reinforcement Learning Open
In the 5G core and the upcoming 6G core, the User Plane Function (UPF) is responsible for the transportation of data from and to subscribers in Protocol Data Unit (PDU) sessions. The UPF is generally implemented in software and packed into…
View article: Provisioning Input and Output Data Rates in Data Processing Frameworks
Provisioning Input and Output Data Rates in Data Processing Frameworks Open
This paper is motivated by the need of deadline-bounded applications in live mobile network environments to obtain the guarantee and the appropriate share of an input and output (I/O) data rate. However, data processing frameworks only sup…
View article: Investigation and Characterization of Mapreduce Applications for Big Data Analytics
Investigation and Characterization of Mapreduce Applications for Big Data Analytics Open
Recently, many organisations have applied Hadoop MapReduce framework for big data analytics. MapReduce applications based on the MapReduce programming model can be developed to process data of large amount. Therefore, understanding a depen…