DRLFcc: Deep Reinforcement Learning-empowered Congestion Control Mechanism for TCP Fast Recovery in High Loss Wireless Networks

Y Cao, J Nie, Y Fan, X Shao… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
TCP is currently the most widely used Internet transmission protocol, which is extensively
applied to applications on the Internet to enable reliable data transmission. The TCP …

TCP-Drinc: Smart congestion control based on deep reinforcement learning

K Xiao, S Mao, JK Tugnait - IEEE Access, 2019 - ieeexplore.ieee.org
As wired/wireless networks become more and more complex, the fundamental assumptions
made by many existing TCP variants may not hold true anymore. In this paper, we develop a …

Towards AI-enabled traffic management in multipath TCP: A survey

SJ Siddiqi, F Naeem, S Khan, KS Khan… - Computer Communications, 2022 - Elsevier
Numerous applications on the web use transmission control protocol (TCP) as a transport
protocol to ensure efficient and fair sharing of network resources among users. With the …

Design and performance evaluation of enhanced congestion control algorithm for wireless TCP by using a deep learning

K Han, A Hwang, JY Lee, BC Kim - … International Conference on …, 2018 - ieeexplore.ieee.org
In a mixed wireless and wired network environment, packet loss can be caused by various
types of due to network congestion as well as wireless errors. However, existing TCP …

Temporal difference learning model for TCP end-to-end congestion control in heterogeneous wireless networks

R Pradeep, A Babu, KS Midhula… - 2021 12th …, 2021 - ieeexplore.ieee.org
Conventional TCP end-to-end Congestion Control approaches cannot be applied directly to
heterogeneous wireless networks as TCP is unable to distinguish the reason for the packet …

D-TCP: Dynamic TCP congestion control algorithm for next generation mobile networks

MR Kanagarathinam, S Singh… - 2018 15th IEEE …, 2018 - ieeexplore.ieee.org
In the past few decades, many Transmission Control Protocol (TCP) congestion control
algorithms have been investigated to meet the growing network demands and to enhance …

RAN information-assisted TCP congestion control using deep reinforcement learning with reward redistribution

M Chen, R Li, J Crowcroft, J Wu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this paper, we aim to propose a novel transmission control protocol (TCP) congestion
control method from a cross-layer-based perspective and present a deep reinforcement …

An Adaptive Congestion Control Protocol for Wireless Networks Using Deep Reinforcement Learning

KS Midhula - IEEE Transactions on Network and Service …, 2023 - ieeexplore.ieee.org
Congestion is more prevalent in wireless networks due to the unique challenges and
limitations of the present wireless technology. With the increasing demand for high …

ML Assisted Feedback Mechanism for TCP Congestion Control in Next Generation Wireless Networks

V Kanakaraj, S Agarwal, PK Priya… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
5G and beyond delivers high data throughput, in turn, requiring proactive mechanism in core
and Radio Access Network (RAN) fast path for delivering congestion feedback to …

Machine-learning based loss discrimination algorithm for wireless TCP congestion control

K Han, JY Lee, BC Kim - 2019 international conference on …, 2019 - ieeexplore.ieee.org
Loss-based congestion control of TCP, which was designed for the wired environment in the
past, has a performance degradation in wireless environments where channel errors occur …