Intelligent traffic management in next-generation networks

O Aouedi, K Piamrat, B Parrein - Future internet, 2022 - mdpi.com
The recent development of smart devices has lead to an explosion in data generation and
heterogeneity. Hence, current networks should evolve to become more intelligent, efficient …

Sdpredictnet-a topology based sdn neural routing framework with traffic prediction analysis

S Sanagavarapu, S Sridhar - 2021 IEEE 11th Annual …, 2021 - ieeexplore.ieee.org
Software Defined Networking is an intelligent network management approach for monitoring
and improving performance such as in cloud computing. These networks follow separation …

Look ahead before you leap: SDN switch migration scheduling for load balancing

A Kumari, AS Sairam - Wireless Personal Communications, 2024 - Springer
Although software-defined networking (SDN) promotes a centralized control plane for better
resource management, it suffers from reliability and scalability issues. Consequently, the …

Advanced Ensemble Machine Learning Models to Predict SDN Traffic

S Nyaramneni, T Potluri, J Somavarapu - Procedia Computer Science, 2023 - Elsevier
Internet traffic prediction plays a significant role in network management, network planning,
utilization of the network resources, and quality of service. Internet future traffic can be …

[PDF][PDF] AI-Driven 5G Network Optimization: A Comprehensive Review of Resource Allocation, Traffic Management, and Dynamic Network Slicing

DC Bikkasani, MR Yerabolu - 2024 - researchgate.net
The rapid advancement of 5G networks, coupled with the increasing complexity of resource
management, traffic handling, and dynamic service demands, underscores the necessity for …

LALB: An SDN Architecture for Dynamic Load Balancing

A Kumari, AS Sairam - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
This paper presents a dynamic switch-controller association scheme to minimize the flow
setup time in software defined networking. The problem is formulated as a multi-objective …

[PDF][PDF] AI-Driven 5G Network Optimization: A Comprehensive Review of Resource Allocation, Traffic Management, and Dynamic Network Slicing

D chandra Bikkasani - 2024 - preprints.org
The rapid advancement of 5G networks, coupled with the increasing complexity of resource
management, traffic handling, and dynamic service demands, has underscored the need for …

Reinforcement Learning–Based Approach Towards Switch Migration for Load-Balancing in SDN

A Kumari, S Gupta, J Chandra… - Artificial Intelligence and …, 2023 - taylorfrancis.com
Unlike traditional networks, where control logic is embedded in hardware, software-defined
networking (SDN) segregates the control plane (control logic) from the data plane …