AI-based Dynamic Schedule Calculation in Time Sensitive Networks using GCN-TD3

S Tasnimul Islam, AB Muslim - arXiv e-prints, 2024 - ui.adsabs.harvard.edu
Abstract Offline scheduling in Time Sensitive Networking (TSN) utilizing the Time Aware
Shaper (TAS) facilitates optimal deterministic latency and jitter-bounds calculation for Time …

AI-based Dynamic Schedule Calculation in Time Sensitive Networks using GCN-TD3

ST Islam, AB Muslim - arXiv preprint arXiv:2405.05019, 2024 - arxiv.org
Offline scheduling in Time Sensitive Networking (TSN) utilizing the Time Aware Shaper
(TAS) facilitates optimal deterministic latency and jitter-bounds calculation for Time …

DeepScheduler: Enabling flow-aware scheduling in time-sensitive networking

X He, X Zhuge, F Dang, W Xu… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
Time-Sensitive Networking (TSN) has been considered the most promising network
paradigm for time-critical applications (eg, industrial control) and traffic scheduling is the …

GTSNet: A Generalized Traffic Scheduler for Time-Sensitive Networking Based on Graph Neural Network

Z Tian, X Zhou, Z Liao, M Sun… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Time-sensitive networking is a promising real-time network protocol, especially because it
can utilize a time awareness shaping mechanism to realize very low delay and jitter …

Mitigation of scheduling violations in time-sensitive networking using deep deterministic policy gradient

B Zhou, L Cheng - Proceedings of the 4th FlexNets Workshop on …, 2021 - dl.acm.org
Time-Sensitive Networking (TSN) is designed for real-time applications, usually pertaining to
a set of Time-Triggered (TT) data flows. TT traffic generally requires low packet loss and …

Flow-Aware Scheduling with Graph Neural Network Routing for Resource Efficiency in Time-Sensitive Networking

X Hong, Y Xi, P Liu - 2024 International Joint Conference on …, 2024 - ieeexplore.ieee.org
Time-Sensitive Networking (TSN) emerges as a promising technique offering deterministic
transmission through effective scheduling mechanisms. However, the coexistence of non …

Assessing the Traffic Scheduling Method for Time-Sensitive Networking (TSN) from Theory to Practice

J Jiang - 2022 - repository.hanyang.ac.kr
Industrial communication requires highly reliable networks with hard temporal constraints.
However, Ethernet was not conceived for real-time performance. Several real-time …

Dynamic stream partitioning for time-triggered traffic in Time-Sensitive Networking

Z Chen, Y Lu, H Wang, J Qin, M Wang, W Pan - Computer Networks, 2024 - Elsevier
Abstract Time-Sensitive Networking (TSN) is a promising network technology that can
ensure bounded latency and jitter for industrial real-time scenarios. It establishes the IEEE …

Resource-Aware Online Traffic Scheduling for Time-Sensitive Networking

X Hong, Y Xi, P Liu - IEEE Transactions on Industrial …, 2024 - ieeexplore.ieee.org
Traditional Ethernet technology struggles to meet the ever-increasing demands of modern
cyber-physical systems in terms of transmission bandwidth and network distribution. Time …

enDRTS: Deep Reinforcement Learning Based Deterministic Scheduling for Chain Flows in TSN

D Yang, K Gong, W Zhang, K Guo… - … on Networking and …, 2023 - ieeexplore.ieee.org
With the rapid development of artificial intelligence (AI) technology, learning-based time-
sensitive networking (TSN) technology can be used as a promising network technology to …