Just a second — Scheduling thousands of time-triggered streams in large-scale networks

Deterministic real-time communication with bounded delay is an essential requirement for many safety-critical cyber–physical systems, and has received much attention from major standardization bodies such as IEEE and IETF. In particular, Ethernet technology has been extended by time-triggered scheduling mechanisms in standards like TTEthernet and Time-Sensitive Networking. Although the scheduling mechanisms have become part of standards, the traffic planning algorithms to create time-triggered schedules are still an open and challenging research question due to the high complexity of the problem. In particular, so-called plug-and-produce scenarios require the ability to extend schedules on the fly within seconds. The need for scalable scheduling and routing algorithms is further supported by large-scale distributed real-time systems like smart energy grids with tight communication requirements. In this paper, we tackle this challenge by proposing two novel algorithms called Hierarchical Heuristic Scheduling (H2S) and Cost-Effective Lazy Forwarding Scheduling (CELF) to create time-triggered schedules for TTEthernet. H2S and CELF are highly efficient and scalable, computing schedules for more than 45,000 streams on random networks with 1000 bridges as well as a realistic energy grid network within seconds or even sub-seconds.

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Publication Details

Journal
Computer Networks
Published
2025-04-06
DOI
https://doi.org/10.1016/j.comnet.2025.111244
Citations
4
Primary Topic
Software-Defined Networks and 5G
Type
article
Field-Weighted Citation Impact
5.95

Funders

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article

Just a second — Scheduling thousands of time-triggered streams in large-scale networks

Kurt Rothermel, Heiko Geppert, Sukanya Bhowmik, Frank Dürr
4 citations
Computer Networks
Software-Defined Networks and 5G
5.95
article

Just a second — Scheduling thousands of time-triggered streams in large-scale networks

Kurt Rothermel, Heiko Geppert, Sukanya Bhowmik, Frank Dürr
article en
4 citations

Abstract

Deterministic real-time communication with bounded delay is an essential requirement for many safety-critical cyber–physical systems, and has received much attention from major standardization bodies such as IEEE and IETF. In particular, Ethernet technology has been extended by time-triggered scheduling mechanisms in standards like TTEthernet and Time-Sensitive Networking. Although the scheduling mechanisms have become part of standards, the traffic planning algorithms to create time-triggered schedules are still an open and challenging research question due to the high complexity of the problem. In particular, so-called plug-and-produce scenarios require the ability to extend schedules on the fly within seconds. The need for scalable scheduling and routing algorithms is further supported by large-scale distributed real-time systems like smart energy grids with tight communication requirements. In this paper, we tackle this challenge by proposing two novel algorithms called Hierarchical Heuristic Scheduling (H2S) and Cost-Effective Lazy Forwarding Scheduling (CELF) to create time-triggered schedules for TTEthernet. H2S and CELF are highly efficient and scalable, computing schedules for more than 45,000 streams on random networks with 1000 bridges as well as a realistic energy grid network within seconds or even sub-seconds.

Computer NetworksVol. 264
University of Stuttgart (DE), University of Potsdam (DE), University of Applied Sciences Potsdam (DE), Stuttgart Technical University of Applied Sciences (DE)
Deutsche Forschungsgemeinschaft
Openalex Percentile: Top 4%
Software-Defined Networks and 5G
5.95
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Just a second — Scheduling thousands of time-triggered streams in large-scale networks — Kurt Rothermel, Heiko Geppert, et al. · Computer Networks (2025) | TGRS Research Map | TGRS