Load balancing inside programmable data planes based on network modeling prediction using a GNN with network behaviors

WX Liu, J Cai, YH Zhu, JM Luo, J Li - Computer Networks, 2023 - Elsevier
In data center networks, existing control plane-and end host-based load-balancing methods
are encumbered by excessively large decision delays during rapid reactions to microbursts …

BULB: lightweight and automated load balancing for fast datacenter networks

Y Liu, W Li, W Qu, H Qi - … of the 51st International Conference on Parallel …, 2022 - dl.acm.org
Load balancing is essential for datacenter networks. However, prior solutions have
significant limitations: they either are oblivious to congestion or involve a daunting and time …

A Blind Load‐Balancing Algorithm (BLBA) for Distributing Tasks in Fog Nodes

N Tahmasebi-Pouya, MA Sarram… - … and Mobile Computing, 2022 - Wiley Online Library
In the distributed infrastructure of fog computing, fog nodes (FNs) can process user requests
locally. In order to reduce the delay and response time of a user's requests, incoming …

On fair traffic allocation and efficient utilization of network resources based on MARL

EP Stepanov, RL Smeliansky, AV Plakunov… - Computer Networks, 2024 - Elsevier
The problem of traffic balancing in a data network environment is considered in relation to
Network Powered by Computing (NPC)-a new generation of computational infrastructure …

Battle Royale deep reinforcement learning algorithm for effective load balancing in cloud computing

M Haris, S Zubair - Cluster Computing, 2025 - Springer
In recent times, cloud computing become a promising technology for providing computing
sources and storage services to individual users and organizations over the internet via its …

HULA: Dynamic and Scalable Load Balancing Mechanism for Data Plane of SDN

M Kulkarni, B Goswami… - 2023 Fifth International …, 2023 - ieeexplore.ieee.org
Multi-rooted topologies are used in large-scale networks to provide greater bisectional
bandwidth. These topologies efficiently use a higher degree of multipathing, probing, and …

Revolutionizing Data Center Networks: Dynamic Load Balancing via Floodlight in SDN Environment

H Iesar, W Iqbal, Y Abbas, MY Umair… - … on Advancements in …, 2024 - ieeexplore.ieee.org
In the digital era, the evolution of big data, cloud computing, Internet of Things (IoT),
blockchain, and quantum computing demands a preferable networking infrastructure to …

QALL: Distributed Queue-Behavior-Aware Load Balancing Using Programmable Data Planes

W Liu, J Cai, S Ling, JY Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Existing load-balancing methods used in data center networks involve some shortcomings
such as excessively large decision delays during reactions to microbursts and large …

Accelerated Decentralized Load Balancing in Multi-Agent Networks

V Erofeeva, O Granichin, E Volodina - IEEE Access, 2024 - ieeexplore.ieee.org
Decentralized load balancers are gaining in popularity because they offer scalability,
resilience, and the ability to handle high-demand workloads in distributed network systems …

Reinforcement learning inspired forwarding strategy for information centric networks using Q‐learning algorithm

K Delvadia, N Dutta - International Journal of Communication …, 2024 - Wiley Online Library
Content interest forwarding is a prominent research area in Information Centric Network
(ICN). An efficient forwarding strategy can significantly improve data retrieval latency, origin …