Reliable cybertwin-driven concurrent multipath transfer with deep reinforcement learning

C Yu, W Quan, D Gao, Y Zhang, K Liu… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
It is well known that concurrent multipath transfer (CMT) can improve the transmission rate.
However, due to multiple heterogeneous paths from users to the access network, a large …

A Q-learning-based Multipath Scheduler for Data Transmission Optimization in Heterogeneous Wireless Networks

TT Nguyen, MH Vu, P Le Nguyen… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
In the era of 5G and beyond, mobile devices usually can access several heterogeneous
wireless networks (eg, Wi-Fi and 5G). To simultaneously and efficiently utilize the accessible …

Reliable PPO-based concurrent multipath transfer for time-sensitive applications

K Liu, W Quan, N Cheng, W Wu, Z Xu… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Time-sensitive applications, eg, Internet of vehicles applications and tactile Internet
applications, put forward low latency and high throughput requirements for communication …

A reinforcement learning approach for multipath TCP data scheduling

J Luo, X Su, B Liu - 2019 IEEE 9th Annual Computing and …, 2019 - ieeexplore.ieee.org
Multi-path TCP (MPTCP) is a new multipath transmission control protocol which can improve
the throughput by aggregating resources of the different paths together. However, the …

Distortion-aware concurrent multipath transfer for mobile video streaming in heterogeneous wireless networks

J Wu, B Cheng, C Yuen, Y Shang… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
The massive proliferation of wireless infrastructures with complementary characteristics
prompts the bandwidth aggregation for Concurrent Multipath Transfer (CMT) over …

Distributed asynchronous learning for multipath data transmission based on P-DDQN

K Liu, W Quan, D Gao, C Yu, M Liu… - China …, 2021 - ieeexplore.ieee.org
Adaptive packet scheduling can efficiently enhance the performance of multipath Data
Transmission. However, realizing precise packet scheduling is challenging due to the nature …

Loss‐Aware CMT‐Based Multipathing Scheme for Efficient Data Delivery to Heterogeneous Wireless Networks

Q Liu, F Ke, Z Liu, J Zeng - International Journal of Digital …, 2019 - Wiley Online Library
With the rapid development of wireless networks, multiple network interfaces are gradually
being designed into more and more mobile devices. When it comes to data delivery, Stream …

Optimizing multipath QUIC transmission over heterogeneous paths

H Zeng, L Cui, FP Tso, Z Zhang - Computer Networks, 2022 - Elsevier
As a novel UDP-based transport protocol which supports stream multiplexing, QUIC is faster,
more lightweight and flexible than TCP. With the prevalence of multi-homed devices such as …

Content-aware concurrent multipath transfer for high-definition video streaming over heterogeneous wireless networks

J Wu, C Yuen, M Wang, J Chen - IEEE Transactions on Parallel …, 2015 - ieeexplore.ieee.org
Delivering high-definition (HD) wireless video under stringent delay constraint is challenging
with regard to the limited network resources and high transmission rate. Concurrent …

Falcon: Fast and accurate multipath scheduling using offline and online learning

H Wu, O Alay, A Brunstrom, G Caso, S Ferlin - arXiv preprint arXiv …, 2022 - arxiv.org
Multipath transport protocols enable the concurrent use of different network paths, benefiting
a fast and reliable data transmission. The scheduler of a multipath transport protocol …