基于卡尔曼滤波的IEEE 1588网络斜坡速率弹性时钟同步控制

IF 5.6 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Balázs Renczes;Tamás Kovácsházy;Gábor Kovács
{"title":"基于卡尔曼滤波的IEEE 1588网络斜坡速率弹性时钟同步控制","authors":"Balázs Renczes;Tamás Kovácsházy;Gábor Kovács","doi":"10.1109/TIM.2025.3576015","DOIUrl":null,"url":null,"abstract":"Clock synchronization plays a crucial role in modern real-time distributed systems, guaranteeing a common, consistent view of time. While the IEEE 1588 standard provides the foundational framework for synchronization, it remains a persistently investigated research area as emerging applications introduce new challenges. This article introduces an innovative approach for achieving robust and accurate control in high-precision IEEE 1588 networks in the presence of ramp rates. The proposed solution leverages a two-state linear Kalman filter, effectively balancing rapid response to ramp rates with small steady-state errors. This is accomplished by modeling the ramp rate as a stochastic process. The efficacy of the proposed ramp rate suppression Kalman filter (RRS-KF) solution is validated through both simulations and hardware measurements. The results demonstrate that the Kalman filter structure can significantly reduce the offset error to the order of 10 ns, while other performance metrics experience only minimal degradation.","PeriodicalId":13341,"journal":{"name":"IEEE Transactions on Instrumentation and Measurement","volume":"74 ","pages":"1-11"},"PeriodicalIF":5.6000,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11021586","citationCount":"0","resultStr":"{\"title\":\"Ramp Rate Resilient Clock Synchronization Control in IEEE 1588 Networks Using Kalman Filtering\",\"authors\":\"Balázs Renczes;Tamás Kovácsházy;Gábor Kovács\",\"doi\":\"10.1109/TIM.2025.3576015\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Clock synchronization plays a crucial role in modern real-time distributed systems, guaranteeing a common, consistent view of time. While the IEEE 1588 standard provides the foundational framework for synchronization, it remains a persistently investigated research area as emerging applications introduce new challenges. This article introduces an innovative approach for achieving robust and accurate control in high-precision IEEE 1588 networks in the presence of ramp rates. The proposed solution leverages a two-state linear Kalman filter, effectively balancing rapid response to ramp rates with small steady-state errors. This is accomplished by modeling the ramp rate as a stochastic process. The efficacy of the proposed ramp rate suppression Kalman filter (RRS-KF) solution is validated through both simulations and hardware measurements. The results demonstrate that the Kalman filter structure can significantly reduce the offset error to the order of 10 ns, while other performance metrics experience only minimal degradation.\",\"PeriodicalId\":13341,\"journal\":{\"name\":\"IEEE Transactions on Instrumentation and Measurement\",\"volume\":\"74 \",\"pages\":\"1-11\"},\"PeriodicalIF\":5.6000,\"publicationDate\":\"2025-06-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11021586\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Instrumentation and Measurement\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/11021586/\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Instrumentation and Measurement","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/11021586/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

摘要

时钟同步在现代实时分布式系统中起着至关重要的作用,它保证了一个通用的、一致的时间视图。虽然IEEE 1588标准为同步提供了基础框架,但由于新兴应用带来了新的挑战,它仍然是一个持续调查的研究领域。本文介绍了一种创新的方法,用于在坡道速率存在的情况下实现高精度IEEE 1588网络的鲁棒和精确控制。所提出的解决方案利用两态线性卡尔曼滤波器,有效地平衡了对斜坡速率的快速响应和较小的稳态误差。这是通过将斜坡速率建模为随机过程来实现的。通过仿真和硬件测试验证了所提出的斜坡速率抑制卡尔曼滤波器(RRS-KF)方案的有效性。结果表明,卡尔曼滤波结构可以显著地将偏移误差降低到10 ns量级,而其他性能指标仅受到最小的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ramp Rate Resilient Clock Synchronization Control in IEEE 1588 Networks Using Kalman Filtering
Clock synchronization plays a crucial role in modern real-time distributed systems, guaranteeing a common, consistent view of time. While the IEEE 1588 standard provides the foundational framework for synchronization, it remains a persistently investigated research area as emerging applications introduce new challenges. This article introduces an innovative approach for achieving robust and accurate control in high-precision IEEE 1588 networks in the presence of ramp rates. The proposed solution leverages a two-state linear Kalman filter, effectively balancing rapid response to ramp rates with small steady-state errors. This is accomplished by modeling the ramp rate as a stochastic process. The efficacy of the proposed ramp rate suppression Kalman filter (RRS-KF) solution is validated through both simulations and hardware measurements. The results demonstrate that the Kalman filter structure can significantly reduce the offset error to the order of 10 ns, while other performance metrics experience only minimal degradation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
IEEE Transactions on Instrumentation and Measurement
IEEE Transactions on Instrumentation and Measurement 工程技术-工程:电子与电气
CiteScore
9.00
自引率
23.20%
发文量
1294
审稿时长
3.9 months
期刊介绍: Papers are sought that address innovative solutions to the development and use of electrical and electronic instruments and equipment to measure, monitor and/or record physical phenomena for the purpose of advancing measurement science, methods, functionality and applications. The scope of these papers may encompass: (1) theory, methodology, and practice of measurement; (2) design, development and evaluation of instrumentation and measurement systems and components used in generating, acquiring, conditioning and processing signals; (3) analysis, representation, display, and preservation of the information obtained from a set of measurements; and (4) scientific and technical support to establishment and maintenance of technical standards in the field of Instrumentation and Measurement.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信