Large-scale deterministic networks: Architecture, enabling technologies, case study, and future directions

W Tian, C Gu, M Guo, S He, J Kang, D Niyato… - IEEE …, 2024 - ieeexplore.ieee.org
Driven by the continuous growth of network demands, Large-scale Deterministic Network
(LDN) has been proposed to deliver deterministic services with improved latency and jitter …

Assessing the traffic scheduling method for time-sensitive networking (TSN) by practical implementation

J Jiang, Y Li, X Zhang, M Yu, CD Lee… - Journal of Industrial …, 2023 - Elsevier
Abstract Time-sensitive networking (TSN), as standardized and maintained by the IEEE
802.1 Task Group, enhances the real-time and deterministic capabilities of the Ethernet …

Deterministic cognition: Cross-domain flow scheduling for time-sensitive networks

G Peng, S Wang, Z Li, T Huang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With Industry Internet being more advanced and sophisticated, different closed network
domains tend to collaborate on the same task and provide strict Quality of Service (QoS) …

Graph Deep Reinforcement Learning for Multi-Cycle Queuing and Scheduling in Deterministic Networking

Y Huang, W Xu, Y Dai, S Maharjan… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Deterministic networking (DetNet) offers guaranteed transmission services for critical real-
time applications, such as industrial automation and intelligent transport systems. It is …

[HTML][HTML] A novel low-latency scheduling approach of TSN for multi-link rate networking

X Zheng, Y Liu, S Zhan, Y **n, Y Wang - Computer Networks, 2024 - Elsevier
Abstract Time Sensitive Networks (TSN), as an important representative of deterministic
networks, provide low-latency and highly reliable communication services for the growing …

Scalable Scheduling in Time-Sensitive Networking: An Efficient Stream Conflict Detection Method

L Xu, C Chen, Y Zhang, X Li, S Wang… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
As an emerging communication technology, time-sensitive networking (TSN) holds the
potential to enable real-time and deterministic interactions for streams within the Industrial …

OSSR: Online Scalable Scheduling and Routing for Industrial Time-Sensitive Networking

L Xu, Q Xu, Y Zhang, S Wang, C Chen… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
As the promising deterministic networking technology of Industrial Internet of Things (IIoT),
Time-Sensitive Networking (TSN) has been widely investigated in recent years. Most …

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

X Hong, Y **, 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 …

Scalable Scheduling for Industrial Time-Sensitive Networking: A Hyper-Flow Graph-Based Scheme

Y Zhang, C Chen, Q Xu, S Wang, L Xu… - … /ACM Transactions on …, 2024 - ieeexplore.ieee.org
Industrial Time-Sensitive Networking (TSN) provides deterministic mechanisms for real-time
and reliable flow transmission. Increasing attention has been paid to efficient scheduling for …

IRFS: A CQF Scheduling Method Integrating Queue Resources and Flow Features in Time-Sensitive Networking

W Sun, Y Zou, N Guan, X Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Time-sensitive networking (TSN) has revolutionized Ethernet with real-time and
deterministic transmission capabilities, making it one of the most potential solutions for future …