Robust Clock Parameters Tracking for IEEE 1588 With Asymmetric Packet Delays in Industrial Networks

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-08-27 DOI:10.1109/TCOMM.2024.3450603
Xiaojiang Liu;Heng Wang
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Abstract

Clock synchronization is a prerequisite for the proper operation of industrial networks. IEEE 1588 Precision Time Protocol (PTP) can provide tight synchronization for a vast number of industrial applications. However, the joint tracking of clock skew and offset for IEEE 1588 under the more realistic delay asymmetries scenario is a challenging problem in sophisticated industrial networks. In this paper, we first investigate the biased estimation problem for clock parameters tracking in the presence of delay asymmetries, which significantly degrade the synchronization accuracy. Based on the investigation, a state-space model is developed that is capable of overcoming the uncertainty caused by the unknown packet delay distribution. A recursive joint clock skew and offset tracking scheme that employs the robust three-step recursive Kalman filter (R3SRKF) is proposed to estimate the time-varying clock parameters in a minimum-variance unbiased manner under the asymmetric packet delays scenario. Also, a variant of the R3SRKF is derived to joint track clock skew and offset with asymmetric packet delays in multi-hop networks. Simulation results indicate the effectiveness and performance enhancement of the presented robust tracking scheme.
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工业网络中具有非对称数据包延迟的 IEEE 1588 的稳健时钟参数跟踪
时钟同步是工业网络正常运行的先决条件。IEEE 1588精确时间协议(PTP)可以为大量的工业应用提供紧密的同步。然而,在更现实的延迟不对称情况下,IEEE 1588时钟偏差和偏移的联合跟踪是复杂工业网络中一个具有挑战性的问题。在本文中,我们首先研究了存在延迟不对称的时钟参数跟踪的偏差估计问题,延迟不对称会严重降低同步精度。在此基础上,提出了一种状态空间模型,该模型能够克服未知数据包延迟分布所带来的不确定性。提出了一种采用鲁棒三步递推卡尔曼滤波(R3SRKF)的时钟偏差联合递推跟踪方案,以最小方差无偏估计非对称数据包延迟情况下的时变时钟参数。此外,R3SRKF的一种变体被派生为在多跳网络中具有非对称数据包延迟的联合跟踪时钟偏差和偏移。仿真结果表明了所提鲁棒跟踪方案的有效性和性能的提高。
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来源期刊
IEEE Transactions on Communications
IEEE Transactions on Communications 工程技术-电信学
CiteScore
16.10
自引率
8.40%
发文量
528
审稿时长
4.1 months
期刊介绍: The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.
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