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Formal Timing Analysis of CQF Interference in TSN: A Network Calculus-Based Approach

  • Beihang University
  • Technical University of Munich

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Cyclic Queuing and Forwarding (CQF) is an increasingly adopted mechanism in Time-Sensitive Networking (TSN) for bounding end-to-end delays through fixed-length cycles with alternating transmission queues. While timing guarantees for CQF flows are well established under both time-triggered (TT) and event-triggered (ET) implementations, the worst-case interference that CQF may impose on other traffic classes in mixed-criticality TSN networks remains an open problem. This challenge is exacerbated by the structured, non-work-conserving behavior of CQF and the complexity of its interaction with heterogeneous TSN scheduling mechanisms such as TAS, CBS, and SP. This paper presents the first formal framework for quantifying the worst-case interference caused by CQF on other schedulers under both TT- and ET-based implementations. We propose a network-calculus-based CQF real-time interface abstraction that models the residual service available to coexisting traffic. We formally derive closed-form upper bounds on CQF-induced interference, explicitly capturing bidirectional interactions between CQF and both higher- and lower-priority traffic classes. These bounds can be modularly and seamlessly integrated into existing schedulability analyses, enabling scalable and compositional timing verification in hybrid TSN architectures. Extensive evaluations on synthetic benchmarks and realistic TSN configurations demonstrate the analytical effectiveness, scalability, and practical applicability of the proposed framework in certifying end-to-end guarantees in mixed-criticality TSN systems.

Original languageEnglish
Title of host publicationProceedings - 2025 IEEE Real-Time Systems Symposium, RTSS 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages258-270
Number of pages13
ISBN (Electronic)9798331596422
DOIs
StatePublished - 2025
Event46th IEEE Real-Time Systems Symposium, RTSS 2025 - Boston, United States
Duration: 2 Dec 2025 → 5 Dec 2025

Publication series

NameProceedings - Real-Time Systems Symposium
ISSN (Print)1052-8725

Conference

Conference46th IEEE Real-Time Systems Symposium, RTSS 2025
Country/TerritoryUnited States
CityBoston
Period2/12/25 → 5/12/25

Keywords

  • Cyclic Queuing and Forwarding
  • formal performance analysis
  • network calculus
  • Time-Sensitive Networks
  • worst-case latency

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