Intelligent traffic management in next-generation networks
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 …
heterogeneity. Hence, current networks should evolve to become more intelligent, efficient …
Sdpredictnet-a topology based sdn neural routing framework with traffic prediction analysis
Software Defined Networking is an intelligent network management approach for monitoring
and improving performance such as in cloud computing. These networks follow separation …
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 …
resource management, it suffers from reliability and scalability issues. Consequently, the …
Advanced Ensemble Machine Learning Models to Predict SDN Traffic
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 …
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 …
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 …
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 …
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 …
networking (SDN) segregates the control plane (control logic) from the data plane …