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We compute bounds on end-to-end worst-case latency and on nodal backlog size for a per-class deterministic network that implements Credit Based Shaper (CBS) and Asynchronous Traffic Shaping (ATS), as proposed by the Time-Sensitive…

Networking and Internet Architecture · Computer Science 2020-10-01 Ehsan Mohammadpour , Eleni Stai , Maaz Mohiuddin , Jean-Yves Le Boudec

Time-sensitive networks are designed to meet stringent Quality of Service (QoS) requirements for mixed-criticality traffic with diverse performance demands. Ensuring deterministic guarantees for such traffic while reducing deployment costs…

Networking and Internet Architecture · Computer Science 2025-05-27 Santiago Torres-Borda , Ahlem Mifdaoui

Time-Sensitive Networking (TSN) is a set of amendments that extend Ethernet to support distributed safety-critical and real-time applications in the industrial automation, aerospace and automotive areas. TSN integrates multiple traffic…

Performance · Computer Science 2020-05-27 Luxi Zhao , Paul Pop , Zhong Zheng , Hugo Daigmorte , Marc Boyer

Future wireless networks must deliver deterministic end-to-end delays for workloads such as smart-factory control loops. On Ethernet these guarantees are delivered by the set of tools within IEEE 802.1 time sensitive networking~(TSN)…

Networking and Internet Architecture · Computer Science 2026-03-18 Anudeep Karnam , Kishor C. Joshi , Jobish John , George Exarchakos , Sonia Heemstra de Groot , Ignas Niemegeers

Time-Sensitive Networking (TSN) is a set of standards that enables the industry to provide real-time guarantees for time-critical communications with Ethernet hardware. TSN supports various queuing and scheduling mechanisms and allows the…

Networking and Internet Architecture · Computer Science 2025-08-27 Lisa Maile , Kai-Steffen Hielscher , Reinhard German

Network calculus (NC), particularly its min-plus branch, has been extensively utilized to construct service models and compute delay bounds for time-sensitive networks (TSNs). This paper provides a revisit to the fundamental results. In…

Networking and Internet Architecture · Computer Science 2024-03-21 Yuming Jiang

Resource reservation is a fundamental mechanism for ensuring quality of service in time-sensitive networks, which can be decentralized by using reservation protocols. In the Ethernet technology Time-Sensitive Networking, this has been…

Networking and Internet Architecture · Computer Science 2023-11-09 Lisa Maile , Dominik Voitlein , Alexej Grigorjew , Kai-Steffen J. Hielscher , Reinhard German

In time-sensitive networks, bounds on worst-case delays are typically obtained by using network calculus and assuming that flows are constrained by bit-level arrival curves. However, in IEEE TSN or IETF DetNet, source flows are constrained…

Networking and Internet Architecture · Computer Science 2023-08-15 Ehsan Mohammadpour , Eleni Stai , Jean-Yves Le Boudec

Network calculus is often used to prove delay bounds in deterministic networks, using arrival and service curves. We consider a FIFO system that offers a rate-latency service curve and where packet transmission occurs at line rate without…

Networking and Internet Architecture · Computer Science 2020-08-10 Ehsan Mohammadpour , Elena Stai , Jean-Yves Le Boudec

Recent interest in networked control systems (NCS) has instigated research in both communication networks and control. Analysis of NCSs has usually been performed from either the network or the control point of view, but not many papers…

Networking and Internet Architecture · Computer Science 2016-08-16 Nikolai Vatanski , Jean-Philippe Georges , Christophe Aubrun , Eric Rondeau , Sirkka-Liisa Jämsä Jounela

To support reliable and low-latency communication, Time-Sensitive Networking introduced protocols and interfaces for resource allocation in Ethernet. However, the implementation of these allocation algorithms has not yet been covered by the…

Networking and Internet Architecture · Computer Science 2025-08-27 Lisa Maile , Kai-Steffen Hielscher , Reinhard German

Control barrier functions (CBFs) are a popular tool for safety certification of nonlinear dynamical control systems. Recently, CBFs represented as neural networks have shown great promise due to their expressiveness and applicability to a…

Machine Learning · Computer Science 2026-04-15 Nikolaus Vertovec , Frederik Baymler Mathiesen , Thom Badings , Luca Laurenti , Alessandro Abate

Owning to the sub-standards being developed by IEEE Time-Sensitive Networking (TSN) Task Group, the traditional IEEE 802.1 Ethernet is enhanced to support real-time dependable communications for future time- and safety-critical…

Networking and Internet Architecture · Computer Science 2022-06-16 Luxi Zhao , Paul Pop , Sebastian Steinhorst

Time-Sensitive Networking (TSN) is an enhancement of Ethernet which provides various mechanisms for real-time communication. Time-triggered (TT) traffic represents periodic data streams with strict real-time requirements. Amongst others,…

Networking and Internet Architecture · Computer Science 2023-07-31 Thomas Stüber , Lukas Osswald , Steffen Lindner , Michael Menth

Different scheduling mechanisms in Time Sensitive Networking (TSN) can be integrated together to design and support complex architectures with enhanced capabilities for mixed critical networks. Integrating Frame Preemption (FP) with…

Networking and Internet Architecture · Computer Science 2024-07-22 Rubi Debnath , Philipp Hortig , Luxi Zhao , Sebastian Steinhorst

Recent interest in networked control systems (NCS) has instigated research in various areas of both communication networks and control. The analysis of NCS has often been performed either from the network, or the control point of view and…

Networking and Internet Architecture · Computer Science 2016-08-16 Jean-Philippe Georges , Nikolai Vatanski , Eric Rondeau , Sirkka-Liisa Jämsä Jounela

The expressiveness of deep neural network (DNN) is a perspective to understandthe surprising performance of DNN. The number of linear regions, i.e. pieces thata piece-wise-linear function represented by a DNN, is generally used to…

Machine Learning · Computer Science 2020-12-09 Yutong Xie , Gaoxiang Chen , Quanzheng Li

Transient stability boundary (TSB) is an important tool in power system online security monitoring, but practically it suffers from high computational burden using state-of-the-art methods, such as time-domain simulation (TDS), with…

Systems and Control · Electrical Eng. & Systems 2020-04-06 Rong Yan , Guangchao Geng , Quanyuan Jiang

In this paper, we study the problem of computing a tight lower bound on the dimension of the strong structurally controllable subspace (SSCS) in networks with Laplacian dynamics. The bound is based on a sequence of vectors containing the…

Systems and Control · Electrical Eng. & Systems 2021-08-16 Mudassir Shabbir , Waseem Abbas , A. Yasin Yazicioglu , Xenofon Koutsoukos

Network Calculus (NC) is a versatile analytical methodology to efficiently compute performance bounds in networked systems. The arrival and service curve abstractions allow to model diverse and heterogeneous distributed systems. The…

Networking and Internet Architecture · Computer Science 2024-03-28 Anja Hamscher , Vlad-Cristian Constantin , Jens B. Schmitt
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